evalstate HF Staff commited on
Commit
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1 Parent(s): 60190b2

Refresh openclaw dataset snapshot 20260418T052035Z

Browse files
README.md CHANGED
@@ -75,7 +75,7 @@ Use:
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  - eval set creation
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  Notes:
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- - latest snapshot: `20260418T042035Z`
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  - raw data only; no labels or moderation decisions
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  - PR metadata, file-level patch hunks, and full unified diffs are included
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  - full file contents for changed files are not included
 
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  - eval set creation
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  Notes:
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+ - latest snapshot: `20260418T052035Z`
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  - raw data only; no labels or moderation decisions
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  - PR metadata, file-level patch hunks, and full unified diffs are included
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  - full file contents for changed files are not included
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new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
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  # New Contributor Report: openclaw/openclaw
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- - Snapshot: `20260418T042035Z`
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- - Generated: `2026-04-18T04:26:14Z`
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  - Activity window: `7d`
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- - Contributors: `720`
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  ## Summary
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@@ -12,7 +12,7 @@
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  | `EronFan` | [profile](https://github.com/EronFan) | no | CONTRIBUTOR | 2527d | `2026-03-24T11:57:26Z` | 72 | 0 | weak | low | medium | high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
13
  | `vincentkoc` | [profile](https://github.com/vincentkoc) | no | MEMBER | 6420d | `2026-02-03T19:03:56Z` | 51 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
14
  | `100yenadmin` | [profile](https://github.com/100yenadmin) | no | CONTRIBUTOR | 178d | `2026-03-15T18:31:56Z` | 49 | 48 | weak | moderate | medium | young account; high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
15
- | `hclsys` | [profile](https://github.com/hclsys) | no | CONTRIBUTOR | 4339d | `2026-01-29T06:32:51Z` | 38 | 0 | weak | low | high | very high single-repo PR burst; high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
16
  | `neeravmakwana` | [profile](https://github.com/neeravmakwana) | no | CONTRIBUTOR | 64d | `2026-02-24T02:57:36Z` | 38 | 0 | weak | low | medium | very new account; high recent PR volume; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
17
  | `nightq` | [profile](https://github.com/nightq) | no | CONTRIBUTOR | 4825d | `2026-04-01T13:17:35Z` | 36 | 1 | weak | low | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
18
  | `w-sss` | [profile](https://github.com/w-sss) | no | CONTRIBUTOR | 391d | `2026-03-16T09:14:04Z` | 34 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -29,8 +29,8 @@
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  | `BunsDev` | [profile](https://github.com/BunsDev) | no | MEMBER | 2087d | `2026-02-07T11:32:40Z` | 18 | 0 | strong | moderate | low | high recent PR volume |
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  | `mbelinky` | [profile](https://github.com/mbelinky) | no | CONTRIBUTOR | 1077d | `2026-02-08T09:07:45Z` | 18 | 0 | strong | low | low | targets high-star repos |
31
  | `obviyus` | [profile](https://github.com/obviyus) | no | CONTRIBUTOR | 3510d | `2026-01-04T13:17:28Z` | 18 | 0 | strong | low | low | targets high-star repos |
 
32
  | `mcaxtr` | [profile](https://github.com/mcaxtr) | no | MEMBER | 4358d | `2026-02-04T01:45:00Z` | 17 | 5 | mixed | low | low | high open PR share; targets high-star repos |
33
- | `coygeek` | [profile](https://github.com/coygeek) | no | CONTRIBUTOR | 2164d | `2026-01-31T03:06:37Z` | 16 | 18 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
34
  | `yozu` | [profile](https://github.com/yozu) | no | NONE | 5186d | `2026-04-07T11:36:48Z` | 16 | 1 | weak | low | low | high open PR share; targets high-star repos |
35
  | `drobison00` | [profile](https://github.com/drobison00) | no | CONTRIBUTOR | 4625d | `2026-03-24T18:33:52Z` | 16 | 0 | strong | low | low | targets high-star repos |
36
  | `ly85206559` | [profile](https://github.com/ly85206559) | no | CONTRIBUTOR | 3985d | `2026-03-03T02:24:33Z` | 16 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -76,13 +76,13 @@
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  | `jetd1` | [profile](https://github.com/jetd1) | no | CONTRIBUTOR | 3810d | `2026-04-09T03:07:08Z` | 7 | 2 | weak | low | low | high open PR share; targets high-star repos |
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  | `asakir44` | [profile](https://github.com/asakir44) | no | NONE | 440d | `2026-04-13T14:53:54Z` | 7 | 1 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
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  | `martingarramon` | [profile](https://github.com/martingarramon) | no | CONTRIBUTOR | 49d | `2026-03-21T22:50:34Z` | 7 | 1 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 
79
  | `rubencu` | [profile](https://github.com/rubencu) | no | CONTRIBUTOR | 4684d | `2026-04-13T11:49:44Z` | 7 | 1 | mixed | low | low | high open PR share; targets high-star repos |
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  | `coder999999999` | [profile](https://github.com/coder999999999) | no | NONE | 1804d | `2026-04-12T06:08:33Z` | 7 | 0 | weak | low | low | high open PR share; targets high-star repos |
81
  | `imadal1n` | [profile](https://github.com/imadal1n) | no | NONE | 1548d | `2026-04-09T00:47:07Z` | 7 | 0 | weak | low | low | high open PR share; targets high-star repos |
82
  | `ImLukeF` | [profile](https://github.com/ImLukeF) | no | MEMBER | 1650d | `2026-03-10T16:03:05Z` | 7 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
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  | `Mlightsnow` | [profile](https://github.com/Mlightsnow) | no | CONTRIBUTOR | 1899d | `2026-04-09T22:29:10Z` | 7 | 0 | weak | low | low | high open PR share; targets high-star repos |
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  | `MukundaKatta` | [profile](https://github.com/MukundaKatta) | no | NONE | 1526d | `2026-04-14T18:43:33Z` | 7 | 0 | mixed | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
85
- | `nxmxbbd` | [profile](https://github.com/nxmxbbd) | no | CONTRIBUTOR | 6373d | `2026-03-24T14:29:43Z` | 7 | 0 | n/a | low | low | no visible non-self stars |
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  | `oliviareid-svg` | [profile](https://github.com/oliviareid-svg) | no | CONTRIBUTOR | 27d | `2026-03-22T06:41:01Z` | 7 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
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  | `wade-microblueworld` | [profile](https://github.com/wade-microblueworld) | no | NONE | 2336d | `2026-04-17T10:35:38Z` | 7 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
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  | `chinar-amrutkar` | [profile](https://github.com/chinar-amrutkar) | no | CONTRIBUTOR | 3502d | `2026-03-03T22:36:15Z` | 6 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -114,6 +114,7 @@
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  | `BKF-Gitty` | [profile](https://github.com/BKF-Gitty) | no | CONTRIBUTOR | 53d | `2026-04-11T18:30:35Z` | 4 | 2 | strong | low | low | very new account; targets high-star repos |
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  | `dlebee-agent` | [profile](https://github.com/dlebee-agent) | no | NONE | 16d | `2026-04-17T18:21:49Z` | 4 | 2 | mixed | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
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  | `sebykrueger` | [profile](https://github.com/sebykrueger) | no | NONE | 4553d | `2026-04-12T13:47:56Z` | 4 | 2 | weak | low | low | high open PR share; targets high-star repos |
 
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  | `Joel-Claw` | [profile](https://github.com/Joel-Claw) | no | NONE | 7d | `2026-04-14T17:55:10Z` | 4 | 1 | weak | low | medium | very new account; high open PR share; no visible non-self stars |
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  | `joelnishanth` | [profile](https://github.com/joelnishanth) | no | CONTRIBUTOR | 1003d | `2026-02-24T01:34:00Z` | 4 | 1 | strong | low | low | targets high-star repos |
119
  | `WayChan` | [profile](https://github.com/WayChan) | no | NONE | 3842d | `2026-04-15T12:42:46Z` | 4 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -154,26 +155,25 @@
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  | `Ricardo-M-L` | [profile](https://github.com/Ricardo-M-L) | no | NONE | 2080d | `2026-04-11T13:13:57Z` | 3 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
155
  | `RLTree` | [profile](https://github.com/RLTree) | no | NONE | 1732d | `2026-04-14T20:31:37Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
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  | `sumleo` | [profile](https://github.com/sumleo) | no | CONTRIBUTOR | 3223d | `2026-02-12T15:24:04Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
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- | `welfo-beo` | [profile](https://github.com/welfo-beo) | no | CONTRIBUTOR | 525d | `2026-04-11T04:57:14Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
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  | `xudaiyanzi` | [profile](https://github.com/xudaiyanzi) | no | NONE | 2751d | `2026-04-14T20:23:42Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
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  | `YangManBOBO` | [profile](https://github.com/YangManBOBO) | no | NONE | 827d | `2026-03-03T01:36:04Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
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  | `shad0wca7` | [profile](https://github.com/shad0wca7) | no | CONTRIBUTOR | 4159d | `2026-02-21T17:28:52Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
161
  | `sercada` | [profile](https://github.com/sercada) | no | CONTRIBUTOR | 3420d | `2026-03-10T14:46:37Z` | 5 | 2 | mixed | low | low | high open PR share; targets high-star repos |
 
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  | `jhsmith409` | [profile](https://github.com/jhsmith409) | no | CONTRIBUTOR | 434d | `2026-04-08T11:54:12Z` | 4 | 3 | weak | moderate | low | high open PR share; targets high-star repos |
163
  | `fuller-stack-dev` | [profile](https://github.com/fuller-stack-dev) | no | CONTRIBUTOR | 55d | `2026-03-02T21:04:55Z` | 4 | 1 | weak | low | medium | very new account; high open PR share; targets high-star repos |
164
  | `jerome-benoit` | [profile](https://github.com/jerome-benoit) | no | NONE | 4459d | `2026-03-12T22:28:40Z` | 4 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
165
  | `steipete` | [profile](https://github.com/steipete) | no | CONTRIBUTOR | 6258d | `2025-11-26T16:46:20Z` | 4 | 1 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
166
- | `chen-zhang-cs-code` | [profile](https://github.com/chen-zhang-cs-code) | no | CONTRIBUTOR | 115d | `2026-03-18T08:15:21Z` | 4 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
167
  | `extrasmall0` | [profile](https://github.com/extrasmall0) | no | CONTRIBUTOR | 77d | `2026-03-07T15:35:58Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
168
  | `leonardsellem` | [profile](https://github.com/leonardsellem) | no | CONTRIBUTOR | 4992d | `2026-04-10T10:47:02Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
169
- | `Rahulkumar070` | [profile](https://github.com/Rahulkumar070) | no | CONTRIBUTOR | 874d | `2026-04-10T20:11:58Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
170
  | `glfruit` | [profile](https://github.com/glfruit) | no | NONE | 4773d | `2026-04-09T14:53:44Z` | 3 | 4 | weak | low | low | high open PR share; targets high-star repos |
171
  | `Alex-Alaniz` | [profile](https://github.com/Alex-Alaniz) | no | CONTRIBUTOR | 1705d | `2026-02-23T15:51:19Z` | 3 | 2 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
172
- | `bek91` | [profile](https://github.com/bek91) | no | NONE | 2144d | `2026-04-10T20:34:48Z` | 3 | 1 | weak | low | low | high open PR share; targets high-star repos |
173
  | `sparkeros` | [profile](https://github.com/sparkeros) | no | NONE | 156d | `2026-03-09T12:13:39Z` | 3 | 1 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
174
  | `alchip` | [profile](https://github.com/alchip) | no | NONE | 3345d | `2026-04-09T09:39:38Z` | 3 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
175
  | `GaosCode` | [profile](https://github.com/GaosCode) | no | CONTRIBUTOR | 632d | `2026-04-09T08:32:17Z` | 3 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
176
  | `richardclawbot` | [profile](https://github.com/richardclawbot) | no | NONE | 31d | `2026-04-10T17:07:12Z` | 3 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 
177
  | `OpenCodeEngineer` | [profile](https://github.com/OpenCodeEngineer) | no | CONTRIBUTOR | 61d | `2026-04-11T01:14:43Z` | 2 | 9 | strong | low | low | very new account; no visible non-self stars; targets high-star repos |
178
  | `cyrusaf` | [profile](https://github.com/cyrusaf) | no | NONE | 5495d | `2026-04-11T05:53:50Z` | 2 | 4 | weak | low | low | high open PR share; targets high-star repos |
179
  | `717986230` | [profile](https://github.com/717986230) | no | NONE | 1852d | `2026-04-13T02:48:11Z` | 2 | 3 | weak | low | low | high open PR share; targets high-star repos |
@@ -216,6 +216,7 @@
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  | `geekhuashan` | [profile](https://github.com/geekhuashan) | no | CONTRIBUTOR | 2635d | `2026-03-12T01:17:49Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
217
  | `IshanDaga` | [profile](https://github.com/IshanDaga) | no | NONE | 4222d | `2026-04-13T19:01:38Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
218
  | `iubns` | [profile](https://github.com/iubns) | no | NONE | 4512d | `2026-03-17T18:37:20Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 
219
  | `jasonxargs-boop` | [profile](https://github.com/jasonxargs-boop) | no | CONTRIBUTOR | 48d | `2026-04-11T07:57:11Z` | 2 | 0 | mixed | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
220
  | `jkf87` | [profile](https://github.com/jkf87) | no | NONE | 3258d | `2026-04-11T13:41:30Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
221
  | `JQRobert` | [profile](https://github.com/JQRobert) | no | NONE | 46d | `2026-04-13T05:33:05Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
@@ -260,7 +261,7 @@
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  | `ShionEria` | [profile](https://github.com/ShionEria) | no | CONTRIBUTOR | 35d | `2026-03-16T10:11:17Z` | 5 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
261
  | `drvoss` | [profile](https://github.com/drvoss) | no | CONTRIBUTOR | 4872d | `2026-02-25T02:18:08Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
262
  | `monsonego` | [profile](https://github.com/monsonego) | no | NONE | 701d | `2026-04-07T12:27:49Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
263
- | `mraleko` | [profile](https://github.com/mraleko) | no | NONE | 938d | `2026-04-08T03:48:45Z` | 4 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
264
  | `wirjo` | [profile](https://github.com/wirjo) | no | CONTRIBUTOR | 5970d | `2026-04-06T11:49:31Z` | 4 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
265
  | `hanamizuki` | [profile](https://github.com/hanamizuki) | no | CONTRIBUTOR | 5476d | `2026-02-25T01:23:38Z` | 3 | 2 | strong | low | low | — |
266
  | `kakahu2015` | [profile](https://github.com/kakahu2015) | no | CONTRIBUTOR | 3678d | `2026-02-26T12:42:25Z` | 3 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -276,7 +277,6 @@
276
  | `jakepresent` | [profile](https://github.com/jakepresent) | no | CONTRIBUTOR | 3157d | `2026-03-07T18:48:46Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
277
  | `kamusis` | [profile](https://github.com/kamusis) | no | NONE | 5054d | `2026-01-30T03:47:15Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
278
  | `keithce` | [profile](https://github.com/keithce) | no | CONTRIBUTOR | 5004d | `2026-03-24T02:09:06Z` | 2 | 1 | mixed | low | low | — |
279
- | `lyfuci` | [profile](https://github.com/lyfuci) | no | NONE | 3970d | `2026-03-04T12:15:50Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
280
  | `Pearcekieser` | [profile](https://github.com/Pearcekieser) | no | NONE | 4652d | `2026-04-11T00:45:04Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
281
  | `qualiobra` | [profile](https://github.com/qualiobra) | no | NONE | 330d | `2026-03-20T15:55:02Z` | 2 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
282
  | `TaoXieSZ` | [profile](https://github.com/TaoXieSZ) | no | CONTRIBUTOR | 4376d | `2026-03-09T09:15:27Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -328,6 +328,7 @@
328
  | `aboimpinto` | [profile](https://github.com/aboimpinto) | no | NONE | 5251d | `2026-04-16T12:26:00Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
329
  | `ajfonthemove` | [profile](https://github.com/ajfonthemove) | no | NONE | 53d | `2026-03-03T06:01:04Z` | 1 | 1 | weak | low | medium | very new account; high open PR share; targets high-star repos |
330
  | `andydoucet` | [profile](https://github.com/andydoucet) | no | NONE | 2162d | `2026-02-10T21:03:13Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 
331
  | `caox488-a11y` | [profile](https://github.com/caox488-a11y) | no | NONE | 38d | `2026-03-15T18:21:40Z` | 1 | 1 | weak | low | medium | very new account; high open PR share; targets high-star repos |
332
  | `carlushuang` | [profile](https://github.com/carlushuang) | no | NONE | 4276d | `2026-04-12T13:59:08Z` | 1 | 1 | strong | low | low | — |
333
  | `cass-clearly` | [profile](https://github.com/cass-clearly) | no | NONE | 70d | `2026-02-13T03:25:23Z` | 1 | 1 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -377,7 +378,6 @@
377
  | `phenomenoner` | [profile](https://github.com/phenomenoner) | no | NONE | 1856d | `2026-02-07T09:43:23Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
378
  | `raquel4112002` | [profile](https://github.com/raquel4112002) | no | NONE | 2095d | `2026-04-15T19:25:11Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
379
  | `reghar-bot` | [profile](https://github.com/reghar-bot) | no | NONE | 46d | `2026-04-11T07:27:14Z` | 1 | 1 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
380
- | `rubening` | [profile](https://github.com/rubening) | no | NONE | 409d | `2026-04-11T05:09:52Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
381
  | `S-huNsuke` | [profile](https://github.com/S-huNsuke) | no | NONE | 133d | `2026-04-11T07:49:06Z` | 1 | 1 | weak | low | medium | young account; high open PR share; targets high-star repos |
382
  | `ScientificProgrammer` | [profile](https://github.com/ScientificProgrammer) | no | NONE | 4728d | `2026-04-10T22:44:57Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
383
  | `shawnduggan` | [profile](https://github.com/shawnduggan) | no | NONE | 4815d | `2026-03-01T12:54:24Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -514,7 +514,6 @@
514
  | `hondaya01` | [profile](https://github.com/hondaya01) | no | NONE | ?d | `2026-04-12T06:40:40Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
515
  | `Hou-Yufan` | [profile](https://github.com/Hou-Yufan) | no | NONE | 1866d | `2026-04-12T14:51:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
516
  | `houston2394` | [profile](https://github.com/houston2394) | no | NONE | 443d | `2026-04-14T11:55:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
517
- | `Huangting-xy` | [profile](https://github.com/Huangting-xy) | no | NONE | 38d | `2026-04-11T05:13:54Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
518
  | `huangzynn` | [profile](https://github.com/huangzynn) | no | NONE | 1274d | `2026-04-16T02:22:50Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
519
  | `huiwen01` | [profile](https://github.com/huiwen01) | no | NONE | 1699d | `2026-04-16T19:02:56Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
520
  | `i-am-coco` | [profile](https://github.com/i-am-coco) | no | NONE | 24d | `2026-04-14T19:14:16Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -529,11 +528,11 @@
529
  | `isopenclaw` | [profile](https://github.com/isopenclaw) | no | NONE | 48d | `2026-04-16T01:27:05Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
530
  | `itsuzef` | [profile](https://github.com/itsuzef) | no | NONE | 2465d | `2026-02-21T23:47:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
531
  | `ivyhabscheid` | [profile](https://github.com/ivyhabscheid) | no | NONE | 12d | `2026-04-16T18:44:59Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 
532
  | `JackChiang233` | [profile](https://github.com/JackChiang233) | no | NONE | 1742d | `2026-04-15T09:01:12Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
533
  | `jamr-erebor` | [profile](https://github.com/jamr-erebor) | no | NONE | 47d | `2026-04-14T23:58:55Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
534
  | `janicduplessis` | [profile](https://github.com/janicduplessis) | no | NONE | 4916d | `2026-04-12T02:54:34Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
535
  | `jason-zimmer` | [profile](https://github.com/jason-zimmer) | no | NONE | 3159d | `2026-04-13T22:47:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
536
- | `jasonmakr` | [profile](https://github.com/jasonmakr) | no | NONE | 39d | `2026-04-18T02:14:36Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
537
  | `JASSBR` | [profile](https://github.com/JASSBR) | no | NONE | 1585d | `2026-04-13T11:18:07Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
538
  | `javierdici` | [profile](https://github.com/javierdici) | no | NONE | 1088d | `2026-04-13T03:33:17Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
539
  | `Jay-ju` | [profile](https://github.com/Jay-ju) | no | NONE | 3831d | `2026-04-17T09:23:25Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -615,7 +614,6 @@
615
  | `nir-insuretax` | [profile](https://github.com/nir-insuretax) | no | NONE | 38d | `2026-03-17T10:08:50Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
616
  | `njiangk` | [profile](https://github.com/njiangk) | no | NONE | 2447d | `2026-04-14T01:54:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
617
  | `noahclanman` | [profile](https://github.com/noahclanman) | no | NONE | 1894d | `2026-04-13T10:01:58Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
618
- | `nonzeroclaw` | [profile](https://github.com/nonzeroclaw) | no | NONE | 35d | `2026-04-11T05:17:34Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
619
  | `nufnaf` | [profile](https://github.com/nufnaf) | no | NONE | 4823d | `2026-04-16T12:30:36Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
620
  | `OFABLE` | [profile](https://github.com/OFABLE) | no | NONE | 2161d | `2026-04-17T14:06:48Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
621
  | `oinoom` | [profile](https://github.com/oinoom) | no | NONE | 4222d | `2026-04-13T05:43:01Z` | 1 | 0 | strong | low | low | — |
@@ -658,7 +656,6 @@
658
  | `saamuelng601-pixel` | [profile](https://github.com/saamuelng601-pixel) | no | CONTRIBUTOR | 7d | `2026-04-15T03:46:53Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
659
  | `sagarpswc` | [profile](https://github.com/sagarpswc) | no | NONE | 164d | `2026-04-13T09:31:42Z` | 1 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
660
  | `samimjafari` | [profile](https://github.com/samimjafari) | no | NONE | 728d | `2026-04-18T01:57:49Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
661
- | `SamStep74` | [profile](https://github.com/SamStep74) | no | NONE | 2541d | `2026-04-11T04:45:58Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
662
  | `Schnitzel` | [profile](https://github.com/Schnitzel) | no | NONE | 5469d | `2026-02-04T14:12:52Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
663
  | `scott-my` | [profile](https://github.com/scott-my) | no | NONE | 272d | `2026-04-15T10:38:40Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
664
  | `scotthuang` | [profile](https://github.com/scotthuang) | no | CONTRIBUTOR | 5107d | `2026-03-01T03:31:44Z` | 1 | 0 | strong | low | low | targets high-star repos |
@@ -672,7 +669,7 @@
672
  | `SimoneB79` | [profile](https://github.com/SimoneB79) | no | NONE | 841d | `2026-04-14T08:35:51Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
673
  | `sjz-ks` | [profile](https://github.com/sjz-ks) | no | NONE | 738d | `2026-04-11T16:30:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
674
  | `skainguyen1412` | [profile](https://github.com/skainguyen1412) | no | CONTRIBUTOR | 3868d | `2026-04-13T04:22:58Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
675
- | `skernelx` | [profile](https://github.com/skernelx) | yes | NONE | 118d | `2026-04-18T04:11:36Z` | 1 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
676
  | `smartaz` | [profile](https://github.com/smartaz) | no | NONE | 4804d | `2026-04-12T20:08:30Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
677
  | `songlairui` | [profile](https://github.com/songlairui) | no | NONE | 4515d | `2026-04-13T02:49:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
678
  | `spartman` | [profile](https://github.com/spartman) | no | NONE | 5692d | `2026-04-15T11:44:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -710,7 +707,6 @@
710
  | `vvitovec` | [profile](https://github.com/vvitovec) | no | NONE | 224d | `2026-04-17T12:08:21Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
711
  | `weak-fox` | [profile](https://github.com/weak-fox) | no | NONE | 2470d | `2026-04-11T09:30:30Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
712
  | `werdelin` | [profile](https://github.com/werdelin) | no | NONE | 5860d | `2026-04-16T19:22:23Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
713
- | `whackur` | [profile](https://github.com/whackur) | no | NONE | 3297d | `2026-02-20T16:23:11Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
714
  | `wyyis` | [profile](https://github.com/wyyis) | no | NONE | 1728d | `2026-04-13T08:29:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
715
  | `xantorres` | [profile](https://github.com/xantorres) | no | CONTRIBUTOR | 5749d | `2026-04-15T21:28:16Z` | 1 | 0 | strong | low | low | targets high-star repos |
716
  | `xiaoyu-157` | [profile](https://github.com/xiaoyu-157) | no | NONE | 1954d | `2026-04-15T08:51:24Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -784,12 +780,12 @@ Example artifacts:
784
  - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3A100yenadmin)
785
  - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3A100yenadmin)
786
  - repo first seen: `2026-03-15T18:31:56Z`
787
- - repo last seen: `2026-04-17T05:50:40Z`
788
  - first seen in snapshot: **no**
789
  - repo association: **CONTRIBUTOR**
790
  - repo primary artifacts: **97**
791
  - snapshot authored PRs/issues: **49 PRs / 48 issues**
792
- - snapshot discussion activity: **212 comments / 892 reviews / 892 review comments**
793
  - account age: **178 days**
794
  - recent public PR activity: **81 PRs** (21 merged / 36 closed-unmerged / 24 open; merged rate **26%**, closed-unmerged rate **44%**, open rate **30%**)
795
  - public orgs: `electricsheephq`
@@ -810,12 +806,12 @@ Example artifacts:
810
  - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ahclsys)
811
  - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ahclsys)
812
  - repo first seen: `2026-01-29T06:32:51Z`
813
- - repo last seen: `2026-04-18T03:16:11Z`
814
  - first seen in snapshot: **no**
815
  - repo association: **CONTRIBUTOR**
816
- - repo primary artifacts: **38**
817
- - snapshot authored PRs/issues: **38 PRs / 0 issues**
818
- - snapshot discussion activity: **157 comments / 3 reviews / 3 review comments**
819
  - account age: **4339 days**
820
  - recent public PR activity: **34 PRs** (3 merged / 26 closed-unmerged / 5 open; merged rate **9%**, closed-unmerged rate **76%**, open rate **15%**)
821
  - public orgs: none visible
@@ -823,9 +819,9 @@ Example artifacts:
823
  - heuristic read: **very high single-repo PR burst; high recent PR volume; many recent closed-unmerged PRs; targets high-star repos**
824
 
825
  Example artifacts:
 
826
  - [PR #68324: fix(plugins): enable native jiti for doctor-contract loader to cut status cold-start ~13s](https://github.com/openclaw/openclaw/pull/68324) — open
827
  - [PR #68270: fix(ollama): allow baseUrl in plugin configSchema to match what the provider code already reads](https://github.com/openclaw/openclaw/pull/68270) — open
828
- - [PR #68219: fix(daemon): resolve modern fnm aliases/default path on Linux service PATH](https://github.com/openclaw/openclaw/pull/68219) — open
829
 
830
  ### `neeravmakwana`
831
 
@@ -1145,12 +1141,12 @@ Example artifacts:
1145
  - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ABunsDev)
1146
  - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ABunsDev)
1147
  - repo first seen: `2026-02-07T11:32:40Z`
1148
- - repo last seen: `2026-04-18T04:10:20Z`
1149
  - first seen in snapshot: **no**
1150
  - repo association: **MEMBER**
1151
  - repo primary artifacts: **18**
1152
  - snapshot authored PRs/issues: **18 PRs / 0 issues**
1153
- - snapshot discussion activity: **84 comments / 22 reviews / 21 review comments**
1154
  - account age: **2087 days**
1155
  - recent public PR activity: **91 PRs** (82 merged / 5 closed-unmerged / 4 open; merged rate **90%**, closed-unmerged rate **5%**, open rate **4%**)
1156
  - public orgs: `RitualChain`, `DeDevsClub`, `SoulSwapFinance`, `openclaw`
@@ -1191,12 +1187,12 @@ Example artifacts:
1191
  - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aobviyus)
1192
  - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aobviyus)
1193
  - repo first seen: `2026-01-04T13:17:28Z`
1194
- - repo last seen: `2026-04-18T03:55:19Z`
1195
  - first seen in snapshot: **no**
1196
  - repo association: **CONTRIBUTOR**
1197
  - repo primary artifacts: **18**
1198
  - snapshot authored PRs/issues: **18 PRs / 0 issues**
1199
- - snapshot discussion activity: **521 comments / 45 reviews / 4 review comments**
1200
  - account age: **3510 days**
1201
  - recent public PR activity: **16 PRs** (15 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
1202
  - public orgs: `UplauseApp`
@@ -1208,18 +1204,44 @@ Example artifacts:
1208
  - [PR #67991: fix(reply): preserve post-stream error payloads](https://github.com/openclaw/openclaw/pull/67991) — closed, merged
1209
  - [PR #67941: fix(plugins): enforce synchronous registration](https://github.com/openclaw/openclaw/pull/67941) — closed, merged
1210
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1211
  ### `mcaxtr`
1212
 
1213
  - profile: [github.com/mcaxtr](https://github.com/mcaxtr)
1214
  - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amcaxtr)
1215
  - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amcaxtr)
1216
  - repo first seen: `2026-02-04T01:45:00Z`
1217
- - repo last seen: `2026-04-18T03:56:45Z`
1218
  - first seen in snapshot: **no**
1219
  - repo association: **MEMBER**
1220
  - repo primary artifacts: **22**
1221
  - snapshot authored PRs/issues: **17 PRs / 5 issues**
1222
- - snapshot discussion activity: **510 comments / 41 reviews / 41 review comments**
1223
  - account age: **4358 days**
1224
  - recent public PR activity: **13 PRs** (5 merged / 1 closed-unmerged / 7 open; merged rate **38%**, closed-unmerged rate **8%**, open rate **54%**)
1225
  - public orgs: `openclaw`
@@ -1234,32 +1256,6 @@ Example artifacts:
1234
  - [Issue #31155: [Refactor]: Extract shared batch embedding lifecycle from OpenAI/Voyage/Gemini providers](https://github.com/openclaw/openclaw/issues/31155) — closed
1235
  - [Issue #30967: [Refactor]: Unify channel account-list helpers with binding-aware default resolution](https://github.com/openclaw/openclaw/issues/30967) — closed
1236
 
1237
- ### `coygeek`
1238
-
1239
- - profile: [github.com/coygeek](https://github.com/coygeek)
1240
- - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Acoygeek)
1241
- - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Acoygeek)
1242
- - repo first seen: `2026-01-31T03:06:37Z`
1243
- - repo last seen: `2026-04-17T23:49:15Z`
1244
- - first seen in snapshot: **no**
1245
- - repo association: **CONTRIBUTOR**
1246
- - repo primary artifacts: **34**
1247
- - snapshot authored PRs/issues: **16 PRs / 18 issues**
1248
- - snapshot discussion activity: **154 comments / 0 reviews / 0 review comments**
1249
- - account age: **2164 days**
1250
- - recent public PR activity: **16 PRs** (2 merged / 7 closed-unmerged / 7 open; merged rate **12%**, closed-unmerged rate **44%**, open rate **44%**)
1251
- - public orgs: none visible
1252
- - compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
1253
- - heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
1254
-
1255
- Example artifacts:
1256
- - [PR #65655: fix: harden Mattermost slash callback auth](https://github.com/openclaw/openclaw/pull/65655) — open
1257
- - [PR #65647: fix: harden Mattermost slash callback auth](https://github.com/openclaw/openclaw/pull/65647) — closed
1258
- - [PR #65644: docs: harden podman env sample guidance](https://github.com/openclaw/openclaw/pull/65644) — closed
1259
- - [Issue #65626: [Bug]: Browser control honors inactive gateway credentials despite explicit auth mode](https://github.com/openclaw/openclaw/issues/65626) — open
1260
- - [Issue #65625: [Bug]: openclaw.podman.env ships empty gateway token with lan bind as default, exposing unauthenticated gateway if used directly](https://github.com/openclaw/openclaw/issues/65625) — closed
1261
- - [Issue #65624: [Bug]: Mattermost slash commands default to cleartext callback URLs that expose reusable command tokens](https://github.com/openclaw/openclaw/issues/65624) — open
1262
-
1263
  ### `yozu`
1264
 
1265
  - profile: [github.com/yozu](https://github.com/yozu)
@@ -1336,12 +1332,12 @@ Example artifacts:
1336
  - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Agumadeiras)
1337
  - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Agumadeiras)
1338
  - repo first seen: `2026-01-14T20:41:14Z`
1339
- - repo last seen: `2026-04-18T03:07:16Z`
1340
  - first seen in snapshot: **no**
1341
  - repo association: **MEMBER**
1342
  - repo primary artifacts: **16**
1343
  - snapshot authored PRs/issues: **15 PRs / 1 issues**
1344
- - snapshot discussion activity: **456 comments / 2 reviews / 2 review comments**
1345
  - account age: **4579 days**
1346
  - recent public PR activity: **16 PRs** (13 merged / 1 closed-unmerged / 2 open; merged rate **81%**, closed-unmerged rate **6%**, open rate **12%**)
1347
  - public orgs: `openclaw`
@@ -1408,12 +1404,12 @@ Example artifacts:
1408
  - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Angutman)
1409
  - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Angutman)
1410
  - repo first seen: `2026-01-06T16:12:16Z`
1411
- - repo last seen: `2026-04-17T18:04:05Z`
1412
  - first seen in snapshot: **no**
1413
  - repo association: **MEMBER**
1414
  - repo primary artifacts: **14**
1415
  - snapshot authored PRs/issues: **14 PRs / 0 issues**
1416
- - snapshot discussion activity: **162 comments / 7 reviews / 7 review comments**
1417
  - account age: **5146 days**
1418
  - recent public PR activity: **18 PRs** (16 merged / 0 closed-unmerged / 2 open; merged rate **89%**, closed-unmerged rate **0%**, open rate **11%**)
1419
  - public orgs: `openclaw`
@@ -2319,6 +2315,30 @@ Example artifacts:
2319
  - [PR #68161: fix(gateway/schema): drop stale Type.Optional wrapper on hello-ok auth](https://github.com/openclaw/openclaw/pull/68161) — open
2320
  - [Issue #68160: [Bug]: stale Type.Optional wrapper on HelloOkSchema.auth after #67810](https://github.com/openclaw/openclaw/issues/68160) — open
2321
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2322
  ### `rubencu`
2323
 
2324
  - profile: [github.com/rubencu](https://github.com/rubencu)
@@ -2338,7 +2358,7 @@ Example artifacts:
2338
  - heuristic read: **high open PR share; targets high-star repos**
2339
 
2340
  Example artifacts:
2341
- - [PR #68100: fix(telegram): fence stale reply delivery after abort](https://github.com/openclaw/openclaw/pull/68100) — open
2342
  - [PR #67968: Align documented bootstrap context defaults with runtime values](https://github.com/openclaw/openclaw/pull/67968) — closed, merged
2343
  - [PR #67906: fix(agents): dedupe repeated bootstrap truncation warnings](https://github.com/openclaw/openclaw/pull/67906) — closed, merged
2344
  - [Issue #65919: [Feature]: Keep configured presence alive until run complete + dispatch idle](https://github.com/openclaw/openclaw/issues/65919) — open
@@ -2458,29 +2478,6 @@ Example artifacts:
2458
  - [PR #66770: feat(plugin-sdk): expose messageId on plugin message_sent hook event](https://github.com/openclaw/openclaw/pull/66770) — open
2459
  - [PR #66761: fix(models): guard provider.models against non-array values (#66744)](https://github.com/openclaw/openclaw/pull/66761) — open
2460
 
2461
- ### `nxmxbbd`
2462
-
2463
- - profile: [github.com/nxmxbbd](https://github.com/nxmxbbd)
2464
- - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Anxmxbbd)
2465
- - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Anxmxbbd)
2466
- - repo first seen: `2026-03-24T14:29:43Z`
2467
- - repo last seen: `2026-04-17T19:32:20Z`
2468
- - first seen in snapshot: **no**
2469
- - repo association: **CONTRIBUTOR**
2470
- - repo primary artifacts: **7**
2471
- - snapshot authored PRs/issues: **7 PRs / 0 issues**
2472
- - snapshot discussion activity: **44 comments / 17 reviews / 14 review comments**
2473
- - account age: **6373 days**
2474
- - recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
2475
- - public orgs: none visible
2476
- - compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
2477
- - heuristic read: **no visible non-self stars**
2478
-
2479
- Example artifacts:
2480
- - [PR #65761: fix(reply): await block streaming delivery on same-channel dispatch](https://github.com/openclaw/openclaw/pull/65761) — open
2481
- - [PR #65759: fix(whatsapp): add application-level health probe to inbound monitor](https://github.com/openclaw/openclaw/pull/65759) — open
2482
- - [PR #65758: fix(whatsapp): add reconnect safety timer to connection controller](https://github.com/openclaw/openclaw/pull/65758) — open
2483
-
2484
  ### `oliviareid-svg`
2485
 
2486
  - profile: [github.com/oliviareid-svg](https://github.com/oliviareid-svg)
@@ -3023,12 +3020,12 @@ Example artifacts:
3023
  - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Askylee-01)
3024
  - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Askylee-01)
3025
  - repo first seen: `2026-04-14T12:14:20Z`
3026
- - repo last seen: `2026-04-17T11:03:47Z`
3027
  - first seen in snapshot: **no**
3028
  - repo association: **NONE**
3029
  - repo primary artifacts: **5**
3030
  - snapshot authored PRs/issues: **5 PRs / 0 issues**
3031
- - snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
3032
  - account age: **2648 days**
3033
  - recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
3034
  - public orgs: none visible
@@ -3037,7 +3034,7 @@ Example artifacts:
3037
 
3038
  Example artifacts:
3039
  - [PR #68072: fix(agents): normalize assistant content before transport iteration](https://github.com/openclaw/openclaw/pull/68072) — open
3040
- - [PR #68068: fix(agents): forward-compat supportsAdaptiveThinking for Claude 4.7+ models](https://github.com/openclaw/openclaw/pull/68068) — open
3041
  - [PR #68023: feat(gateway): warn when proxy env vars detected but providers not using them](https://github.com/openclaw/openclaw/pull/68023) — open
3042
 
3043
  ### `suboss87`
@@ -3209,6 +3206,30 @@ Example artifacts:
3209
  - [Issue #65380: MiniMax tool use broken: tool call ID sanitization causes error 2013](https://github.com/openclaw/openclaw/issues/65380) — open
3210
  - [Issue #65379: Browser CDP reachability check fails on Linux due to global undici EnvHttpProxyAgent](https://github.com/openclaw/openclaw/issues/65379) — open
3211
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3212
  ### `Joel-Claw`
3213
 
3214
  - profile: [github.com/Joel-Claw](https://github.com/Joel-Claw)
@@ -4146,29 +4167,6 @@ Example artifacts:
4146
  - [PR #64719: fix(security): deny dangerous tools for channel auto-reply](https://github.com/openclaw/openclaw/pull/64719) — open
4147
  - [PR #64718: fix(security): default exec to deny for non-owner auto-reply senders](https://github.com/openclaw/openclaw/pull/64718) — open
4148
 
4149
- ### `welfo-beo`
4150
-
4151
- - profile: [github.com/welfo-beo](https://github.com/welfo-beo)
4152
- - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Awelfo-beo)
4153
- - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Awelfo-beo)
4154
- - repo first seen: `2026-04-11T04:57:14Z`
4155
- - repo last seen: `2026-04-13T15:15:04Z`
4156
- - first seen in snapshot: **no**
4157
- - repo association: **CONTRIBUTOR**
4158
- - repo primary artifacts: **3**
4159
- - snapshot authored PRs/issues: **3 PRs / 0 issues**
4160
- - snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
4161
- - account age: **525 days**
4162
- - recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
4163
- - public orgs: none visible
4164
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
4165
- - heuristic read: **high open PR share; targets high-star repos**
4166
-
4167
- Example artifacts:
4168
- - [PR #65825: fix(plugins): reuse realpath cache during discovery](https://github.com/openclaw/openclaw/pull/65825) — open
4169
- - [PR #65342: fix(memory-wiki): preserve Unicode slugs and contradiction keys](https://github.com/openclaw/openclaw/pull/65342) — closed
4170
- - [PR #64647: Allow per-agent memory backend overrides](https://github.com/openclaw/openclaw/pull/64647) — open
4171
-
4172
  ### `xudaiyanzi`
4173
 
4174
  - profile: [github.com/xudaiyanzi](https://github.com/xudaiyanzi)
@@ -4263,6 +4261,29 @@ Example artifacts:
4263
  - [Issue #63159: Docs: recommend a hybrid QMD + memory-wiki bridge architecture](https://github.com/openclaw/openclaw/issues/63159) — closed
4264
  - [Issue #63157: Bug: cached plugin restore drops memory capability and breaks memory-wiki bridge imports](https://github.com/openclaw/openclaw/issues/63157) — closed
4265
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4266
  ### `jhsmith409`
4267
 
4268
  - profile: [github.com/jhsmith409](https://github.com/jhsmith409)
@@ -4361,29 +4382,6 @@ Example artifacts:
4361
  - [PR #64298: Refactor agent harness into Codex extension](https://github.com/openclaw/openclaw/pull/64298) — closed, merged
4362
  - [Issue #75: Linux/Windows Clawdbot Apps](https://github.com/openclaw/openclaw/issues/75) — open
4363
 
4364
- ### `chen-zhang-cs-code`
4365
-
4366
- - profile: [github.com/chen-zhang-cs-code](https://github.com/chen-zhang-cs-code)
4367
- - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Achen-zhang-cs-code)
4368
- - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Achen-zhang-cs-code)
4369
- - repo first seen: `2026-03-18T08:15:21Z`
4370
- - repo last seen: `2026-04-11T14:10:39Z`
4371
- - first seen in snapshot: **no**
4372
- - repo association: **CONTRIBUTOR**
4373
- - repo primary artifacts: **4**
4374
- - snapshot authored PRs/issues: **4 PRs / 0 issues**
4375
- - snapshot discussion activity: **12 comments / 1 reviews / 1 review comments**
4376
- - account age: **115 days**
4377
- - recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
4378
- - public orgs: none visible
4379
- - compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
4380
- - heuristic read: **young account; high open PR share; targets high-star repos**
4381
-
4382
- Example artifacts:
4383
- - [PR #64650: fix(telegram): honor channel-level topic prompts in multi-account mode](https://github.com/openclaw/openclaw/pull/64650) — open
4384
- - [PR #64632: fix(slack): preserve media roots through custom invoke](https://github.com/openclaw/openclaw/pull/64632) — open
4385
- - [PR #64601: fix(plugins): load bundled setup entries in setup-runtime](https://github.com/openclaw/openclaw/pull/64601) — open
4386
-
4387
  ### `extrasmall0`
4388
 
4389
  - profile: [github.com/extrasmall0](https://github.com/extrasmall0)
@@ -4430,29 +4428,6 @@ Example artifacts:
4430
  - [PR #65012: fix(memory-wiki): pass app config into CLI metadata registrar](https://github.com/openclaw/openclaw/pull/65012) — closed, merged
4431
  - [PR #64466: fix(memory-core): preserve public artifact visibility through loader cache restore](https://github.com/openclaw/openclaw/pull/64466) — closed
4432
 
4433
- ### `Rahulkumar070`
4434
-
4435
- - profile: [github.com/Rahulkumar070](https://github.com/Rahulkumar070)
4436
- - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ARahulkumar070)
4437
- - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ARahulkumar070)
4438
- - repo first seen: `2026-04-10T20:11:58Z`
4439
- - repo last seen: `2026-04-11T07:41:45Z`
4440
- - first seen in snapshot: **no**
4441
- - repo association: **CONTRIBUTOR**
4442
- - repo primary artifacts: **4**
4443
- - snapshot authored PRs/issues: **4 PRs / 0 issues**
4444
- - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
4445
- - account age: **874 days**
4446
- - recent public PR activity: **4 PRs** (1 merged / 0 closed-unmerged / 3 open; merged rate **25%**, closed-unmerged rate **0%**, open rate **75%**)
4447
- - public orgs: none visible
4448
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
4449
- - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
4450
-
4451
- Example artifacts:
4452
- - [PR #64703: fix: parse scientific notation as number in parseConfigValue](https://github.com/openclaw/openclaw/pull/64703) — open
4453
- - [PR #64649: Test/run state machine clamp guard](https://github.com/openclaw/openclaw/pull/64649) — open
4454
- - [PR #64611: Fix/heartbeat task due clock skew](https://github.com/openclaw/openclaw/pull/64611) — open
4455
-
4456
  ### `glfruit`
4457
 
4458
  - profile: [github.com/glfruit](https://github.com/glfruit)
@@ -4504,29 +4479,29 @@ Example artifacts:
4504
  - [Issue #64460: Community notice: Claude CLI billing discrimination — findings, workarounds, and formal complaints filed](https://github.com/openclaw/openclaw/issues/64460) — open
4505
  - [Issue #64305: claude-cli backend: spawned CLI gets 402 billing error despite valid Max subscription](https://github.com/openclaw/openclaw/issues/64305) — closed
4506
 
4507
- ### `bek91`
4508
 
4509
- - profile: [github.com/bek91](https://github.com/bek91)
4510
- - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abek91)
4511
- - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abek91)
4512
- - repo first seen: `2026-04-10T20:34:48Z`
4513
- - repo last seen: `2026-04-18T03:47:06Z`
4514
  - first seen in snapshot: **no**
4515
  - repo association: **NONE**
4516
  - repo primary artifacts: **4**
4517
  - snapshot authored PRs/issues: **3 PRs / 1 issues**
4518
- - snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
4519
- - account age: **2144 days**
4520
- - recent public PR activity: **6 PRs** (2 merged / 0 closed-unmerged / 4 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
4521
  - public orgs: none visible
4522
  - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
4523
  - heuristic read: **high open PR share; targets high-star repos**
4524
 
4525
  Example artifacts:
4526
- - [PR #65731: Slack: Annotate inbound Slack mentions in raw bodies](https://github.com/openclaw/openclaw/pull/65731) — open
4527
- - [PR #65226: Fix qmd session export/update races](https://github.com/openclaw/openclaw/pull/65226) — open
4528
- - [PR #64494: fix: Wrap pathological session export lines](https://github.com/openclaw/openclaw/pull/64494) — open
4529
- - [Issue #68383: Slack new thread sessions can replay assistant commentary/reasoning into prompt context](https://github.com/openclaw/openclaw/issues/68383) — open
4530
 
4531
  ### `sparkeros`
4532
 
@@ -4621,6 +4596,29 @@ Example artifacts:
4621
  - [PR #65013: fix(tasks): silence acp child-session completion banners](https://github.com/openclaw/openclaw/pull/65013) — open
4622
  - [PR #64416: fix(acp): normalize completion delivery guidance](https://github.com/openclaw/openclaw/pull/64416) — open
4623
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4624
  ### `OpenCodeEngineer`
4625
 
4626
  - profile: [github.com/OpenCodeEngineer](https://github.com/OpenCodeEngineer)
@@ -5277,12 +5275,12 @@ Example artifacts:
5277
  - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abluesky6868)
5278
  - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abluesky6868)
5279
  - repo first seen: `2026-04-17T22:26:25Z`
5280
- - repo last seen: `2026-04-18T03:48:19Z`
5281
  - first seen in snapshot: **no**
5282
  - repo association: **NONE**
5283
  - repo primary artifacts: **2**
5284
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
5285
- - snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
5286
  - account age: **3181 days**
5287
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
5288
  - public orgs: none visible
@@ -5579,6 +5577,28 @@ Example artifacts:
5579
  - [PR #67346: Scripts: use path.basename for pnpm to fix shell execution on Windows](https://github.com/openclaw/openclaw/pull/67346) — open
5580
  - [PR #67290: fix(ui): remove duplicate usage page header](https://github.com/openclaw/openclaw/pull/67290) — open
5581
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5582
  ### `jasonxargs-boop`
5583
 
5584
  - profile: [github.com/jasonxargs-boop](https://github.com/jasonxargs-boop)
@@ -6556,28 +6576,28 @@ Example artifacts:
6556
  - [PR #62483: fix: preserve explicit provider prefixes for slash-delimited chat models [AI-assisted]](https://github.com/openclaw/openclaw/pull/62483) — closed, draft
6557
  - [PR #62482: fix: refresh subsystem file loggers across daily log rollovers [AI-assisted]](https://github.com/openclaw/openclaw/pull/62482) — open
6558
 
6559
- ### `mraleko`
6560
 
6561
- - profile: [github.com/mraleko](https://github.com/mraleko)
6562
- - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amraleko)
6563
- - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amraleko)
6564
- - repo first seen: `2026-04-08T03:48:45Z`
6565
- - repo last seen: `2026-04-14T21:34:27Z`
6566
  - first seen in snapshot: **no**
6567
- - repo association: **NONE**
6568
  - repo primary artifacts: **4**
6569
  - snapshot authored PRs/issues: **4 PRs / 0 issues**
6570
- - snapshot discussion activity: **4 comments / 2 reviews / 2 review comments**
6571
- - account age: **938 days**
6572
- - recent public PR activity: **8 PRs** (0 merged / 6 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **75%**, open rate **25%**)
6573
  - public orgs: none visible
6574
- - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
6575
- - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
6576
 
6577
  Example artifacts:
6578
- - [PR #66819: fix(cli): unwrap nested claude result json](https://github.com/openclaw/openclaw/pull/66819) — open
6579
- - [PR #64561: fix(openai): default openai-codex provider api to responses](https://github.com/openclaw/openclaw/pull/64561) — closed
6580
- - [PR #63380: fix(telegram): allow agentId in account config for multi-account routing](https://github.com/openclaw/openclaw/pull/63380) — open
6581
 
6582
  ### `wirjo`
6583
 
@@ -6929,29 +6949,6 @@ Example artifacts:
6929
  - [PR #53298: fix(matrix): resolve crypto bootstrap failure and multi-extension idHint warning](https://github.com/openclaw/openclaw/pull/53298) — open
6930
  - [Issue #66809: Browser: local managed loopback CDP tab ops can still fail with 'browser endpoint blocked by policy' after successful host navigation](https://github.com/openclaw/openclaw/issues/66809) — open
6931
 
6932
- ### `lyfuci`
6933
-
6934
- - profile: [github.com/lyfuci](https://github.com/lyfuci)
6935
- - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Alyfuci)
6936
- - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Alyfuci)
6937
- - repo first seen: `2026-03-04T12:15:50Z`
6938
- - repo last seen: `2026-04-18T04:06:01Z`
6939
- - first seen in snapshot: **no**
6940
- - repo association: **NONE**
6941
- - repo primary artifacts: **3**
6942
- - snapshot authored PRs/issues: **2 PRs / 1 issues**
6943
- - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
6944
- - account age: **3970 days**
6945
- - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
6946
- - public orgs: none visible
6947
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
6948
- - heuristic read: **high open PR share; targets high-star repos**
6949
-
6950
- Example artifacts:
6951
- - [PR #68389: plugins: clarify allowlist warning when entries don't match discovered ids](https://github.com/openclaw/openclaw/pull/68389) — open
6952
- - [PR #34420: fix(google-gemini-cli-auth): respect system proxy for OAuth token exchange](https://github.com/openclaw/openclaw/pull/34420) — closed
6953
- - [Issue #34401: google-gemini-cli-auth: OAuth token exchange fails behind proxy (fetchWithSsrFGuard uses createPinnedDispatcher instead of EnvHttpProxyAgent)](https://github.com/openclaw/openclaw/issues/34401) — open
6954
-
6955
  ### `Pearcekieser`
6956
 
6957
  - profile: [github.com/Pearcekieser](https://github.com/Pearcekieser)
@@ -8112,6 +8109,28 @@ Example artifacts:
8112
  - [PR #66001: fix(process): reconcile orphaned bash exec runs](https://github.com/openclaw/openclaw/pull/66001) — open
8113
  - [Issue #65983: Background PTY exec runs can survive restart/session loss and become untracked orphan process trees](https://github.com/openclaw/openclaw/issues/65983) — open
8114
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
8115
  ### `caox488-a11y`
8116
 
8117
  - profile: [github.com/caox488-a11y](https://github.com/caox488-a11y)
@@ -8910,12 +8929,12 @@ Example artifacts:
8910
  - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amasatohoshino)
8911
  - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amasatohoshino)
8912
  - repo first seen: `2026-02-25T18:12:54Z`
8913
- - repo last seen: `2026-04-18T04:17:12Z`
8914
  - first seen in snapshot: **no**
8915
  - repo association: **CONTRIBUTOR**
8916
  - repo primary artifacts: **2**
8917
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
8918
- - snapshot discussion activity: **16 comments / 14 reviews / 14 review comments**
8919
  - account age: **138 days**
8920
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
8921
  - public orgs: none visible
@@ -9191,28 +9210,6 @@ Example artifacts:
9191
  - [PR #65197: fix(memory-wiki): upstream bridge and lint hotfixes](https://github.com/openclaw/openclaw/pull/65197) — closed
9192
  - [Issue #64696: memory-wiki: bridge import and lint mishandle relative links, reply tags, and malformed cached source pages](https://github.com/openclaw/openclaw/issues/64696) — open
9193
 
9194
- ### `rubening`
9195
-
9196
- - profile: [github.com/rubening](https://github.com/rubening)
9197
- - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Arubening)
9198
- - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Arubening)
9199
- - repo first seen: `2026-04-11T05:09:52Z`
9200
- - repo last seen: `2026-04-12T23:45:47Z`
9201
- - first seen in snapshot: **no**
9202
- - repo association: **NONE**
9203
- - repo primary artifacts: **2**
9204
- - snapshot authored PRs/issues: **1 PRs / 1 issues**
9205
- - snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
9206
- - account age: **409 days**
9207
- - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
9208
- - public orgs: none visible
9209
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
9210
- - heuristic read: **high open PR share; targets high-star repos**
9211
-
9212
- Example artifacts:
9213
- - [PR #64653: fix: honor provider-prefixed configured model ids for routed providers](https://github.com/openclaw/openclaw/pull/64653) — open
9214
- - [Issue #65594: packaging: runtime dist build does not emit control-ui/ when only pnpm build is run](https://github.com/openclaw/openclaw/issues/65594) — open
9215
-
9216
  ### `S-huNsuke`
9217
 
9218
  - profile: [github.com/S-huNsuke](https://github.com/S-huNsuke)
@@ -12089,27 +12086,6 @@ Example artifacts:
12089
  Example artifacts:
12090
  - [PR #66525: add OpenCode integration plugin with dev tools](https://github.com/openclaw/openclaw/pull/66525) — open
12091
 
12092
- ### `Huangting-xy`
12093
-
12094
- - profile: [github.com/Huangting-xy](https://github.com/Huangting-xy)
12095
- - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3AHuangting-xy)
12096
- - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3AHuangting-xy)
12097
- - repo first seen: `2026-04-11T05:13:54Z`
12098
- - repo last seen: `2026-04-13T02:04:07Z`
12099
- - first seen in snapshot: **no**
12100
- - repo association: **NONE**
12101
- - repo primary artifacts: **1**
12102
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
12103
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
12104
- - account age: **38 days**
12105
- - recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
12106
- - public orgs: none visible
12107
- - compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
12108
- - heuristic read: **very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
12109
-
12110
- Example artifacts:
12111
- - [PR #64654: fix(memory): make extraPaths watch match nested directories recursively](https://github.com/openclaw/openclaw/pull/64654) — closed
12112
-
12113
  ### `huangzynn`
12114
 
12115
  - profile: [github.com/huangzynn](https://github.com/huangzynn)
@@ -12404,6 +12380,27 @@ Example artifacts:
12404
  Example artifacts:
12405
  - [PR #67781: fix(google): handle Vertex 1M context models and empty final payloads](https://github.com/openclaw/openclaw/pull/67781) — open
12406
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
12407
  ### `JackChiang233`
12408
 
12409
  - profile: [github.com/JackChiang233](https://github.com/JackChiang233)
@@ -12488,27 +12485,6 @@ Example artifacts:
12488
  Example artifacts:
12489
  - [PR #66192: fix(tui): reset activity after late terminal events](https://github.com/openclaw/openclaw/pull/66192) — open
12490
 
12491
- ### `jasonmakr`
12492
-
12493
- - profile: [github.com/jasonmakr](https://github.com/jasonmakr)
12494
- - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajasonmakr)
12495
- - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajasonmakr)
12496
- - repo first seen: `2026-04-18T02:14:36Z`
12497
- - repo last seen: `2026-04-18T02:14:36Z`
12498
- - first seen in snapshot: **no**
12499
- - repo association: **NONE**
12500
- - repo primary artifacts: **1**
12501
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
12502
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
12503
- - account age: **39 days**
12504
- - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
12505
- - public orgs: none visible
12506
- - compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
12507
- - heuristic read: **very new account; high open PR share; targets high-star repos**
12508
-
12509
- Example artifacts:
12510
- - [PR #68364: fix: prevent unbounded narrative session growth by stabilizing session key (#68354)](https://github.com/openclaw/openclaw/pull/68364) — open
12511
-
12512
  ### `JASSBR`
12513
 
12514
  - profile: [github.com/JASSBR](https://github.com/JASSBR)
@@ -13250,12 +13226,12 @@ Example artifacts:
13250
  - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Akumarshreyak)
13251
  - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Akumarshreyak)
13252
  - repo first seen: `2026-04-12T08:19:01Z`
13253
- - repo last seen: `2026-04-17T05:04:36Z`
13254
  - first seen in snapshot: **no**
13255
  - repo association: **NONE**
13256
  - repo primary artifacts: **1**
13257
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
13258
- - snapshot discussion activity: **4 comments / 2 reviews / 2 review comments**
13259
  - account age: **3863 days**
13260
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
13261
  - public orgs: none visible
@@ -13418,12 +13394,12 @@ Example artifacts:
13418
  - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Alikewen-tech)
13419
  - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Alikewen-tech)
13420
  - repo first seen: `2026-04-17T13:44:27Z`
13421
- - repo last seen: `2026-04-18T04:14:49Z`
13422
  - first seen in snapshot: **no**
13423
  - repo association: **NONE**
13424
  - repo primary artifacts: **1**
13425
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
13426
- - snapshot discussion activity: **0 comments / 21 reviews / 21 review comments**
13427
  - account age: **477 days**
13428
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
13429
  - public orgs: none visible
@@ -14210,27 +14186,6 @@ Example artifacts:
14210
  Example artifacts:
14211
  - [PR #65853: fix(minimax): change DEFAULT_MINIMAX_MUSIC_MODEL from 'music-2.5+' to 'music-2.6'](https://github.com/openclaw/openclaw/pull/65853) — open
14212
 
14213
- ### `nonzeroclaw`
14214
-
14215
- - profile: [github.com/nonzeroclaw](https://github.com/nonzeroclaw)
14216
- - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Anonzeroclaw)
14217
- - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Anonzeroclaw)
14218
- - repo first seen: `2026-04-11T05:17:34Z`
14219
- - repo last seen: `2026-04-11T05:17:34Z`
14220
- - first seen in snapshot: **no**
14221
- - repo association: **NONE**
14222
- - repo primary artifacts: **1**
14223
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
14224
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
14225
- - account age: **35 days**
14226
- - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
14227
- - public orgs: none visible
14228
- - compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
14229
- - heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
14230
-
14231
- Example artifacts:
14232
- - [PR #64656: fix: isolate auto-failover, split /new vs /reset LCM identity, add overflow circuit breaker](https://github.com/openclaw/openclaw/pull/64656) — open
14233
-
14234
  ### `nufnaf`
14235
 
14236
  - profile: [github.com/nufnaf](https://github.com/nufnaf)
@@ -15114,27 +15069,6 @@ Example artifacts:
15114
  Example artifacts:
15115
  - [PR #68356: alpha](https://github.com/openclaw/openclaw/pull/68356) — closed
15116
 
15117
- ### `SamStep74`
15118
-
15119
- - profile: [github.com/SamStep74](https://github.com/SamStep74)
15120
- - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ASamStep74)
15121
- - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ASamStep74)
15122
- - repo first seen: `2026-04-11T04:45:58Z`
15123
- - repo last seen: `2026-04-11T04:45:58Z`
15124
- - first seen in snapshot: **no**
15125
- - repo association: **NONE**
15126
- - repo primary artifacts: **1**
15127
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
15128
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
15129
- - account age: **2541 days**
15130
- - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
15131
- - public orgs: none visible
15132
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
15133
- - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
15134
-
15135
- Example artifacts:
15136
- - [PR #64640: [codex] Fix memory-search config resolution and webhooks registration](https://github.com/openclaw/openclaw/pull/64640) — open, draft
15137
-
15138
  ### `Schnitzel`
15139
 
15140
  - profile: [github.com/Schnitzel](https://github.com/Schnitzel)
@@ -15414,12 +15348,12 @@ Example artifacts:
15414
  - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Askernelx)
15415
  - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Askernelx)
15416
  - repo first seen: `2026-04-18T04:11:36Z`
15417
- - repo last seen: `2026-04-18T04:11:36Z`
15418
- - first seen in snapshot: **yes**
15419
  - repo association: **NONE**
15420
  - repo primary artifacts: **1**
15421
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
15422
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
15423
  - account age: **118 days**
15424
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
15425
  - public orgs: none visible
@@ -16206,27 +16140,6 @@ Example artifacts:
16206
  Example artifacts:
16207
  - [PR #67794: fix(config): normalize object-format channel capabilities to string flags](https://github.com/openclaw/openclaw/pull/67794) — closed
16208
 
16209
- ### `whackur`
16210
-
16211
- - profile: [github.com/whackur](https://github.com/whackur)
16212
- - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Awhackur)
16213
- - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Awhackur)
16214
- - repo first seen: `2026-02-20T16:23:11Z`
16215
- - repo last seen: `2026-04-11T04:32:10Z`
16216
- - first seen in snapshot: **no**
16217
- - repo association: **NONE**
16218
- - repo primary artifacts: **1**
16219
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
16220
- - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
16221
- - account age: **3297 days**
16222
- - recent public PR activity: **2 PRs** (0 merged / 2 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
16223
- - public orgs: none visible
16224
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
16225
- - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
16226
-
16227
- Example artifacts:
16228
- - [PR #64635: Feature/dockerfile custom gws musl](https://github.com/openclaw/openclaw/pull/64635) — closed
16229
-
16230
  ### `wyyis`
16231
 
16232
  - profile: [github.com/wyyis](https://github.com/wyyis)
 
1
  # New Contributor Report: openclaw/openclaw
2
 
3
+ - Snapshot: `20260418T052035Z`
4
+ - Generated: `2026-04-18T05:24:37Z`
5
  - Activity window: `7d`
6
+ - Contributors: `716`
7
 
8
  ## Summary
9
 
 
12
  | `EronFan` | [profile](https://github.com/EronFan) | no | CONTRIBUTOR | 2527d | `2026-03-24T11:57:26Z` | 72 | 0 | weak | low | medium | high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
13
  | `vincentkoc` | [profile](https://github.com/vincentkoc) | no | MEMBER | 6420d | `2026-02-03T19:03:56Z` | 51 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
14
  | `100yenadmin` | [profile](https://github.com/100yenadmin) | no | CONTRIBUTOR | 178d | `2026-03-15T18:31:56Z` | 49 | 48 | weak | moderate | medium | young account; high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
15
+ | `hclsys` | [profile](https://github.com/hclsys) | no | CONTRIBUTOR | 4339d | `2026-01-29T06:32:51Z` | 39 | 0 | weak | low | high | very high single-repo PR burst; high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
16
  | `neeravmakwana` | [profile](https://github.com/neeravmakwana) | no | CONTRIBUTOR | 64d | `2026-02-24T02:57:36Z` | 38 | 0 | weak | low | medium | very new account; high recent PR volume; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
17
  | `nightq` | [profile](https://github.com/nightq) | no | CONTRIBUTOR | 4825d | `2026-04-01T13:17:35Z` | 36 | 1 | weak | low | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
18
  | `w-sss` | [profile](https://github.com/w-sss) | no | CONTRIBUTOR | 391d | `2026-03-16T09:14:04Z` | 34 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
29
  | `BunsDev` | [profile](https://github.com/BunsDev) | no | MEMBER | 2087d | `2026-02-07T11:32:40Z` | 18 | 0 | strong | moderate | low | high recent PR volume |
30
  | `mbelinky` | [profile](https://github.com/mbelinky) | no | CONTRIBUTOR | 1077d | `2026-02-08T09:07:45Z` | 18 | 0 | strong | low | low | targets high-star repos |
31
  | `obviyus` | [profile](https://github.com/obviyus) | no | CONTRIBUTOR | 3510d | `2026-01-04T13:17:28Z` | 18 | 0 | strong | low | low | targets high-star repos |
32
+ | `coygeek` | [profile](https://github.com/coygeek) | no | CONTRIBUTOR | 2164d | `2026-01-31T03:06:37Z` | 17 | 19 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
33
  | `mcaxtr` | [profile](https://github.com/mcaxtr) | no | MEMBER | 4358d | `2026-02-04T01:45:00Z` | 17 | 5 | mixed | low | low | high open PR share; targets high-star repos |
 
34
  | `yozu` | [profile](https://github.com/yozu) | no | NONE | 5186d | `2026-04-07T11:36:48Z` | 16 | 1 | weak | low | low | high open PR share; targets high-star repos |
35
  | `drobison00` | [profile](https://github.com/drobison00) | no | CONTRIBUTOR | 4625d | `2026-03-24T18:33:52Z` | 16 | 0 | strong | low | low | targets high-star repos |
36
  | `ly85206559` | [profile](https://github.com/ly85206559) | no | CONTRIBUTOR | 3985d | `2026-03-03T02:24:33Z` | 16 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
76
  | `jetd1` | [profile](https://github.com/jetd1) | no | CONTRIBUTOR | 3810d | `2026-04-09T03:07:08Z` | 7 | 2 | weak | low | low | high open PR share; targets high-star repos |
77
  | `asakir44` | [profile](https://github.com/asakir44) | no | NONE | 440d | `2026-04-13T14:53:54Z` | 7 | 1 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
78
  | `martingarramon` | [profile](https://github.com/martingarramon) | no | CONTRIBUTOR | 49d | `2026-03-21T22:50:34Z` | 7 | 1 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
79
+ | `nxmxbbd` | [profile](https://github.com/nxmxbbd) | no | CONTRIBUTOR | 6373d | `2026-03-05T20:12:25Z` | 7 | 1 | n/a | low | low | no visible non-self stars |
80
  | `rubencu` | [profile](https://github.com/rubencu) | no | CONTRIBUTOR | 4684d | `2026-04-13T11:49:44Z` | 7 | 1 | mixed | low | low | high open PR share; targets high-star repos |
81
  | `coder999999999` | [profile](https://github.com/coder999999999) | no | NONE | 1804d | `2026-04-12T06:08:33Z` | 7 | 0 | weak | low | low | high open PR share; targets high-star repos |
82
  | `imadal1n` | [profile](https://github.com/imadal1n) | no | NONE | 1548d | `2026-04-09T00:47:07Z` | 7 | 0 | weak | low | low | high open PR share; targets high-star repos |
83
  | `ImLukeF` | [profile](https://github.com/ImLukeF) | no | MEMBER | 1650d | `2026-03-10T16:03:05Z` | 7 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
84
  | `Mlightsnow` | [profile](https://github.com/Mlightsnow) | no | CONTRIBUTOR | 1899d | `2026-04-09T22:29:10Z` | 7 | 0 | weak | low | low | high open PR share; targets high-star repos |
85
  | `MukundaKatta` | [profile](https://github.com/MukundaKatta) | no | NONE | 1526d | `2026-04-14T18:43:33Z` | 7 | 0 | mixed | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
 
86
  | `oliviareid-svg` | [profile](https://github.com/oliviareid-svg) | no | CONTRIBUTOR | 27d | `2026-03-22T06:41:01Z` | 7 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
87
  | `wade-microblueworld` | [profile](https://github.com/wade-microblueworld) | no | NONE | 2336d | `2026-04-17T10:35:38Z` | 7 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
88
  | `chinar-amrutkar` | [profile](https://github.com/chinar-amrutkar) | no | CONTRIBUTOR | 3502d | `2026-03-03T22:36:15Z` | 6 | 1 | weak | low | low | high open PR share; targets high-star repos |
 
114
  | `BKF-Gitty` | [profile](https://github.com/BKF-Gitty) | no | CONTRIBUTOR | 53d | `2026-04-11T18:30:35Z` | 4 | 2 | strong | low | low | very new account; targets high-star repos |
115
  | `dlebee-agent` | [profile](https://github.com/dlebee-agent) | no | NONE | 16d | `2026-04-17T18:21:49Z` | 4 | 2 | mixed | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
116
  | `sebykrueger` | [profile](https://github.com/sebykrueger) | no | NONE | 4553d | `2026-04-12T13:47:56Z` | 4 | 2 | weak | low | low | high open PR share; targets high-star repos |
117
+ | `bek91` | [profile](https://github.com/bek91) | no | NONE | 2144d | `2026-04-10T20:34:48Z` | 4 | 1 | weak | low | low | high open PR share; targets high-star repos |
118
  | `Joel-Claw` | [profile](https://github.com/Joel-Claw) | no | NONE | 7d | `2026-04-14T17:55:10Z` | 4 | 1 | weak | low | medium | very new account; high open PR share; no visible non-self stars |
119
  | `joelnishanth` | [profile](https://github.com/joelnishanth) | no | CONTRIBUTOR | 1003d | `2026-02-24T01:34:00Z` | 4 | 1 | strong | low | low | targets high-star repos |
120
  | `WayChan` | [profile](https://github.com/WayChan) | no | NONE | 3842d | `2026-04-15T12:42:46Z` | 4 | 1 | weak | low | low | high open PR share; targets high-star repos |
 
155
  | `Ricardo-M-L` | [profile](https://github.com/Ricardo-M-L) | no | NONE | 2080d | `2026-04-11T13:13:57Z` | 3 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
156
  | `RLTree` | [profile](https://github.com/RLTree) | no | NONE | 1732d | `2026-04-14T20:31:37Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
157
  | `sumleo` | [profile](https://github.com/sumleo) | no | CONTRIBUTOR | 3223d | `2026-02-12T15:24:04Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
158
  | `xudaiyanzi` | [profile](https://github.com/xudaiyanzi) | no | NONE | 2751d | `2026-04-14T20:23:42Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
159
  | `YangManBOBO` | [profile](https://github.com/YangManBOBO) | no | NONE | 827d | `2026-03-03T01:36:04Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
160
  | `shad0wca7` | [profile](https://github.com/shad0wca7) | no | CONTRIBUTOR | 4159d | `2026-02-21T17:28:52Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
161
  | `sercada` | [profile](https://github.com/sercada) | no | CONTRIBUTOR | 3420d | `2026-03-10T14:46:37Z` | 5 | 2 | mixed | low | low | high open PR share; targets high-star repos |
162
+ | `mraleko` | [profile](https://github.com/mraleko) | no | NONE | 938d | `2026-04-08T03:48:45Z` | 5 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
163
  | `jhsmith409` | [profile](https://github.com/jhsmith409) | no | CONTRIBUTOR | 434d | `2026-04-08T11:54:12Z` | 4 | 3 | weak | moderate | low | high open PR share; targets high-star repos |
164
  | `fuller-stack-dev` | [profile](https://github.com/fuller-stack-dev) | no | CONTRIBUTOR | 55d | `2026-03-02T21:04:55Z` | 4 | 1 | weak | low | medium | very new account; high open PR share; targets high-star repos |
165
  | `jerome-benoit` | [profile](https://github.com/jerome-benoit) | no | NONE | 4459d | `2026-03-12T22:28:40Z` | 4 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
166
  | `steipete` | [profile](https://github.com/steipete) | no | CONTRIBUTOR | 6258d | `2025-11-26T16:46:20Z` | 4 | 1 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 
167
  | `extrasmall0` | [profile](https://github.com/extrasmall0) | no | CONTRIBUTOR | 77d | `2026-03-07T15:35:58Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
168
  | `leonardsellem` | [profile](https://github.com/leonardsellem) | no | CONTRIBUTOR | 4992d | `2026-04-10T10:47:02Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
169
  | `glfruit` | [profile](https://github.com/glfruit) | no | NONE | 4773d | `2026-04-09T14:53:44Z` | 3 | 4 | weak | low | low | high open PR share; targets high-star repos |
170
  | `Alex-Alaniz` | [profile](https://github.com/Alex-Alaniz) | no | CONTRIBUTOR | 1705d | `2026-02-23T15:51:19Z` | 3 | 2 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
171
+ | `lyfuci` | [profile](https://github.com/lyfuci) | no | NONE | 3970d | `2026-03-04T12:15:50Z` | 3 | 1 | weak | low | low | high open PR share; targets high-star repos |
172
  | `sparkeros` | [profile](https://github.com/sparkeros) | no | NONE | 156d | `2026-03-09T12:13:39Z` | 3 | 1 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
173
  | `alchip` | [profile](https://github.com/alchip) | no | NONE | 3345d | `2026-04-09T09:39:38Z` | 3 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
174
  | `GaosCode` | [profile](https://github.com/GaosCode) | no | CONTRIBUTOR | 632d | `2026-04-09T08:32:17Z` | 3 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
175
  | `richardclawbot` | [profile](https://github.com/richardclawbot) | no | NONE | 31d | `2026-04-10T17:07:12Z` | 3 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
176
+ | `welfo-beo` | [profile](https://github.com/welfo-beo) | no | CONTRIBUTOR | 525d | `2026-04-11T04:57:14Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
177
  | `OpenCodeEngineer` | [profile](https://github.com/OpenCodeEngineer) | no | CONTRIBUTOR | 61d | `2026-04-11T01:14:43Z` | 2 | 9 | strong | low | low | very new account; no visible non-self stars; targets high-star repos |
178
  | `cyrusaf` | [profile](https://github.com/cyrusaf) | no | NONE | 5495d | `2026-04-11T05:53:50Z` | 2 | 4 | weak | low | low | high open PR share; targets high-star repos |
179
  | `717986230` | [profile](https://github.com/717986230) | no | NONE | 1852d | `2026-04-13T02:48:11Z` | 2 | 3 | weak | low | low | high open PR share; targets high-star repos |
 
216
  | `geekhuashan` | [profile](https://github.com/geekhuashan) | no | CONTRIBUTOR | 2635d | `2026-03-12T01:17:49Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
217
  | `IshanDaga` | [profile](https://github.com/IshanDaga) | no | NONE | 4222d | `2026-04-13T19:01:38Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
218
  | `iubns` | [profile](https://github.com/iubns) | no | NONE | 4512d | `2026-03-17T18:37:20Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
219
+ | `jasonmakr` | [profile](https://github.com/jasonmakr) | no | NONE | 39d | `2026-04-18T02:14:36Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
220
  | `jasonxargs-boop` | [profile](https://github.com/jasonxargs-boop) | no | CONTRIBUTOR | 48d | `2026-04-11T07:57:11Z` | 2 | 0 | mixed | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
221
  | `jkf87` | [profile](https://github.com/jkf87) | no | NONE | 3258d | `2026-04-11T13:41:30Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
222
  | `JQRobert` | [profile](https://github.com/JQRobert) | no | NONE | 46d | `2026-04-13T05:33:05Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 
261
  | `ShionEria` | [profile](https://github.com/ShionEria) | no | CONTRIBUTOR | 35d | `2026-03-16T10:11:17Z` | 5 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
262
  | `drvoss` | [profile](https://github.com/drvoss) | no | CONTRIBUTOR | 4872d | `2026-02-25T02:18:08Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
263
  | `monsonego` | [profile](https://github.com/monsonego) | no | NONE | 701d | `2026-04-07T12:27:49Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
264
+ | `Rahulkumar070` | [profile](https://github.com/Rahulkumar070) | no | CONTRIBUTOR | 874d | `2026-04-10T20:11:58Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
265
  | `wirjo` | [profile](https://github.com/wirjo) | no | CONTRIBUTOR | 5970d | `2026-04-06T11:49:31Z` | 4 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
266
  | `hanamizuki` | [profile](https://github.com/hanamizuki) | no | CONTRIBUTOR | 5476d | `2026-02-25T01:23:38Z` | 3 | 2 | strong | low | low | — |
267
  | `kakahu2015` | [profile](https://github.com/kakahu2015) | no | CONTRIBUTOR | 3678d | `2026-02-26T12:42:25Z` | 3 | 1 | weak | low | low | high open PR share; targets high-star repos |
 
277
  | `jakepresent` | [profile](https://github.com/jakepresent) | no | CONTRIBUTOR | 3157d | `2026-03-07T18:48:46Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
278
  | `kamusis` | [profile](https://github.com/kamusis) | no | NONE | 5054d | `2026-01-30T03:47:15Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
279
  | `keithce` | [profile](https://github.com/keithce) | no | CONTRIBUTOR | 5004d | `2026-03-24T02:09:06Z` | 2 | 1 | mixed | low | low | — |
 
280
  | `Pearcekieser` | [profile](https://github.com/Pearcekieser) | no | NONE | 4652d | `2026-04-11T00:45:04Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
281
  | `qualiobra` | [profile](https://github.com/qualiobra) | no | NONE | 330d | `2026-03-20T15:55:02Z` | 2 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
282
  | `TaoXieSZ` | [profile](https://github.com/TaoXieSZ) | no | CONTRIBUTOR | 4376d | `2026-03-09T09:15:27Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
 
328
  | `aboimpinto` | [profile](https://github.com/aboimpinto) | no | NONE | 5251d | `2026-04-16T12:26:00Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
329
  | `ajfonthemove` | [profile](https://github.com/ajfonthemove) | no | NONE | 53d | `2026-03-03T06:01:04Z` | 1 | 1 | weak | low | medium | very new account; high open PR share; targets high-star repos |
330
  | `andydoucet` | [profile](https://github.com/andydoucet) | no | NONE | 2162d | `2026-02-10T21:03:13Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
331
+ | `anyech` | [profile](https://github.com/anyech) | yes | NONE | 4236d | `2026-02-23T04:42:33Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
332
  | `caox488-a11y` | [profile](https://github.com/caox488-a11y) | no | NONE | 38d | `2026-03-15T18:21:40Z` | 1 | 1 | weak | low | medium | very new account; high open PR share; targets high-star repos |
333
  | `carlushuang` | [profile](https://github.com/carlushuang) | no | NONE | 4276d | `2026-04-12T13:59:08Z` | 1 | 1 | strong | low | low | — |
334
  | `cass-clearly` | [profile](https://github.com/cass-clearly) | no | NONE | 70d | `2026-02-13T03:25:23Z` | 1 | 1 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 
378
  | `phenomenoner` | [profile](https://github.com/phenomenoner) | no | NONE | 1856d | `2026-02-07T09:43:23Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
379
  | `raquel4112002` | [profile](https://github.com/raquel4112002) | no | NONE | 2095d | `2026-04-15T19:25:11Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
380
  | `reghar-bot` | [profile](https://github.com/reghar-bot) | no | NONE | 46d | `2026-04-11T07:27:14Z` | 1 | 1 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 
381
  | `S-huNsuke` | [profile](https://github.com/S-huNsuke) | no | NONE | 133d | `2026-04-11T07:49:06Z` | 1 | 1 | weak | low | medium | young account; high open PR share; targets high-star repos |
382
  | `ScientificProgrammer` | [profile](https://github.com/ScientificProgrammer) | no | NONE | 4728d | `2026-04-10T22:44:57Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
383
  | `shawnduggan` | [profile](https://github.com/shawnduggan) | no | NONE | 4815d | `2026-03-01T12:54:24Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 
514
  | `hondaya01` | [profile](https://github.com/hondaya01) | no | NONE | ?d | `2026-04-12T06:40:40Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
515
  | `Hou-Yufan` | [profile](https://github.com/Hou-Yufan) | no | NONE | 1866d | `2026-04-12T14:51:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
516
  | `houston2394` | [profile](https://github.com/houston2394) | no | NONE | 443d | `2026-04-14T11:55:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
517
  | `huangzynn` | [profile](https://github.com/huangzynn) | no | NONE | 1274d | `2026-04-16T02:22:50Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
518
  | `huiwen01` | [profile](https://github.com/huiwen01) | no | NONE | 1699d | `2026-04-16T19:02:56Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
519
  | `i-am-coco` | [profile](https://github.com/i-am-coco) | no | NONE | 24d | `2026-04-14T19:14:16Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 
528
  | `isopenclaw` | [profile](https://github.com/isopenclaw) | no | NONE | 48d | `2026-04-16T01:27:05Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
529
  | `itsuzef` | [profile](https://github.com/itsuzef) | no | NONE | 2465d | `2026-02-21T23:47:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
530
  | `ivyhabscheid` | [profile](https://github.com/ivyhabscheid) | no | NONE | 12d | `2026-04-16T18:44:59Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
531
+ | `jack-ra` | [profile](https://github.com/jack-ra) | yes | NONE | 4832d | `2026-04-18T04:40:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
532
  | `JackChiang233` | [profile](https://github.com/JackChiang233) | no | NONE | 1742d | `2026-04-15T09:01:12Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
533
  | `jamr-erebor` | [profile](https://github.com/jamr-erebor) | no | NONE | 47d | `2026-04-14T23:58:55Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
534
  | `janicduplessis` | [profile](https://github.com/janicduplessis) | no | NONE | 4916d | `2026-04-12T02:54:34Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
535
  | `jason-zimmer` | [profile](https://github.com/jason-zimmer) | no | NONE | 3159d | `2026-04-13T22:47:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
536
  | `JASSBR` | [profile](https://github.com/JASSBR) | no | NONE | 1585d | `2026-04-13T11:18:07Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
537
  | `javierdici` | [profile](https://github.com/javierdici) | no | NONE | 1088d | `2026-04-13T03:33:17Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
538
  | `Jay-ju` | [profile](https://github.com/Jay-ju) | no | NONE | 3831d | `2026-04-17T09:23:25Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
614
  | `nir-insuretax` | [profile](https://github.com/nir-insuretax) | no | NONE | 38d | `2026-03-17T10:08:50Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
615
  | `njiangk` | [profile](https://github.com/njiangk) | no | NONE | 2447d | `2026-04-14T01:54:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
616
  | `noahclanman` | [profile](https://github.com/noahclanman) | no | NONE | 1894d | `2026-04-13T10:01:58Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
617
  | `nufnaf` | [profile](https://github.com/nufnaf) | no | NONE | 4823d | `2026-04-16T12:30:36Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
618
  | `OFABLE` | [profile](https://github.com/OFABLE) | no | NONE | 2161d | `2026-04-17T14:06:48Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
619
  | `oinoom` | [profile](https://github.com/oinoom) | no | NONE | 4222d | `2026-04-13T05:43:01Z` | 1 | 0 | strong | low | low | — |
 
656
  | `saamuelng601-pixel` | [profile](https://github.com/saamuelng601-pixel) | no | CONTRIBUTOR | 7d | `2026-04-15T03:46:53Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
657
  | `sagarpswc` | [profile](https://github.com/sagarpswc) | no | NONE | 164d | `2026-04-13T09:31:42Z` | 1 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
658
  | `samimjafari` | [profile](https://github.com/samimjafari) | no | NONE | 728d | `2026-04-18T01:57:49Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 
659
  | `Schnitzel` | [profile](https://github.com/Schnitzel) | no | NONE | 5469d | `2026-02-04T14:12:52Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
660
  | `scott-my` | [profile](https://github.com/scott-my) | no | NONE | 272d | `2026-04-15T10:38:40Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
661
  | `scotthuang` | [profile](https://github.com/scotthuang) | no | CONTRIBUTOR | 5107d | `2026-03-01T03:31:44Z` | 1 | 0 | strong | low | low | targets high-star repos |
 
669
  | `SimoneB79` | [profile](https://github.com/SimoneB79) | no | NONE | 841d | `2026-04-14T08:35:51Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
670
  | `sjz-ks` | [profile](https://github.com/sjz-ks) | no | NONE | 738d | `2026-04-11T16:30:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
671
  | `skainguyen1412` | [profile](https://github.com/skainguyen1412) | no | CONTRIBUTOR | 3868d | `2026-04-13T04:22:58Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
672
+ | `skernelx` | [profile](https://github.com/skernelx) | no | NONE | 118d | `2026-04-18T04:11:36Z` | 1 | 0 | weak | low | medium | young account; high open PR share; targets high-star repos |
673
  | `smartaz` | [profile](https://github.com/smartaz) | no | NONE | 4804d | `2026-04-12T20:08:30Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
674
  | `songlairui` | [profile](https://github.com/songlairui) | no | NONE | 4515d | `2026-04-13T02:49:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
675
  | `spartman` | [profile](https://github.com/spartman) | no | NONE | 5692d | `2026-04-15T11:44:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
707
  | `vvitovec` | [profile](https://github.com/vvitovec) | no | NONE | 224d | `2026-04-17T12:08:21Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
708
  | `weak-fox` | [profile](https://github.com/weak-fox) | no | NONE | 2470d | `2026-04-11T09:30:30Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
709
  | `werdelin` | [profile](https://github.com/werdelin) | no | NONE | 5860d | `2026-04-16T19:22:23Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 
710
  | `wyyis` | [profile](https://github.com/wyyis) | no | NONE | 1728d | `2026-04-13T08:29:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
711
  | `xantorres` | [profile](https://github.com/xantorres) | no | CONTRIBUTOR | 5749d | `2026-04-15T21:28:16Z` | 1 | 0 | strong | low | low | targets high-star repos |
712
  | `xiaoyu-157` | [profile](https://github.com/xiaoyu-157) | no | NONE | 1954d | `2026-04-15T08:51:24Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
780
  - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3A100yenadmin)
781
  - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3A100yenadmin)
782
  - repo first seen: `2026-03-15T18:31:56Z`
783
+ - repo last seen: `2026-04-18T04:27:00Z`
784
  - first seen in snapshot: **no**
785
  - repo association: **CONTRIBUTOR**
786
  - repo primary artifacts: **97**
787
  - snapshot authored PRs/issues: **49 PRs / 48 issues**
788
+ - snapshot discussion activity: **213 comments / 892 reviews / 892 review comments**
789
  - account age: **178 days**
790
  - recent public PR activity: **81 PRs** (21 merged / 36 closed-unmerged / 24 open; merged rate **26%**, closed-unmerged rate **44%**, open rate **30%**)
791
  - public orgs: `electricsheephq`
 
806
  - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ahclsys)
807
  - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ahclsys)
808
  - repo first seen: `2026-01-29T06:32:51Z`
809
+ - repo last seen: `2026-04-18T05:17:19Z`
810
  - first seen in snapshot: **no**
811
  - repo association: **CONTRIBUTOR**
812
+ - repo primary artifacts: **39**
813
+ - snapshot authored PRs/issues: **39 PRs / 0 issues**
814
+ - snapshot discussion activity: **158 comments / 3 reviews / 3 review comments**
815
  - account age: **4339 days**
816
  - recent public PR activity: **34 PRs** (3 merged / 26 closed-unmerged / 5 open; merged rate **9%**, closed-unmerged rate **76%**, open rate **15%**)
817
  - public orgs: none visible
 
819
  - heuristic read: **very high single-repo PR burst; high recent PR volume; many recent closed-unmerged PRs; targets high-star repos**
820
 
821
  Example artifacts:
822
+ - [PR #68399: fix(cli): reject --agent on models set/set-image instead of silently writing global default](https://github.com/openclaw/openclaw/pull/68399) — open
823
  - [PR #68324: fix(plugins): enable native jiti for doctor-contract loader to cut status cold-start ~13s](https://github.com/openclaw/openclaw/pull/68324) — open
824
  - [PR #68270: fix(ollama): allow baseUrl in plugin configSchema to match what the provider code already reads](https://github.com/openclaw/openclaw/pull/68270) — open
 
825
 
826
  ### `neeravmakwana`
827
 
 
1141
  - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ABunsDev)
1142
  - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ABunsDev)
1143
  - repo first seen: `2026-02-07T11:32:40Z`
1144
+ - repo last seen: `2026-04-18T05:13:59Z`
1145
  - first seen in snapshot: **no**
1146
  - repo association: **MEMBER**
1147
  - repo primary artifacts: **18**
1148
  - snapshot authored PRs/issues: **18 PRs / 0 issues**
1149
+ - snapshot discussion activity: **86 comments / 22 reviews / 21 review comments**
1150
  - account age: **2087 days**
1151
  - recent public PR activity: **91 PRs** (82 merged / 5 closed-unmerged / 4 open; merged rate **90%**, closed-unmerged rate **5%**, open rate **4%**)
1152
  - public orgs: `RitualChain`, `DeDevsClub`, `SoulSwapFinance`, `openclaw`
 
1187
  - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aobviyus)
1188
  - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aobviyus)
1189
  - repo first seen: `2026-01-04T13:17:28Z`
1190
+ - repo last seen: `2026-04-18T04:32:55Z`
1191
  - first seen in snapshot: **no**
1192
  - repo association: **CONTRIBUTOR**
1193
  - repo primary artifacts: **18**
1194
  - snapshot authored PRs/issues: **18 PRs / 0 issues**
1195
+ - snapshot discussion activity: **522 comments / 46 reviews / 4 review comments**
1196
  - account age: **3510 days**
1197
  - recent public PR activity: **16 PRs** (15 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
1198
  - public orgs: `UplauseApp`
 
1204
  - [PR #67991: fix(reply): preserve post-stream error payloads](https://github.com/openclaw/openclaw/pull/67991) — closed, merged
1205
  - [PR #67941: fix(plugins): enforce synchronous registration](https://github.com/openclaw/openclaw/pull/67941) — closed, merged
1206
 
1207
+ ### `coygeek`
1208
+
1209
+ - profile: [github.com/coygeek](https://github.com/coygeek)
1210
+ - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Acoygeek)
1211
+ - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Acoygeek)
1212
+ - repo first seen: `2026-01-31T03:06:37Z`
1213
+ - repo last seen: `2026-04-18T04:30:23Z`
1214
+ - first seen in snapshot: **no**
1215
+ - repo association: **CONTRIBUTOR**
1216
+ - repo primary artifacts: **36**
1217
+ - snapshot authored PRs/issues: **17 PRs / 19 issues**
1218
+ - snapshot discussion activity: **154 comments / 0 reviews / 0 review comments**
1219
+ - account age: **2164 days**
1220
+ - recent public PR activity: **16 PRs** (2 merged / 7 closed-unmerged / 7 open; merged rate **12%**, closed-unmerged rate **44%**, open rate **44%**)
1221
+ - public orgs: none visible
1222
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
1223
+ - heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
1224
+
1225
+ Example artifacts:
1226
+ - [PR #68404: fix: Published deployment token placeholder bypasses gateway...](https://github.com/openclaw/openclaw/pull/68404) — open
1227
+ - [PR #65655: fix: harden Mattermost slash callback auth](https://github.com/openclaw/openclaw/pull/65655) — open
1228
+ - [PR #65647: fix: harden Mattermost slash callback auth](https://github.com/openclaw/openclaw/pull/65647) — closed
1229
+ - [Issue #68403: [Bug]: Published deployment token placeholder bypasses gateway weak-secret guard](https://github.com/openclaw/openclaw/issues/68403) — open
1230
+ - [Issue #65626: [Bug]: Browser control honors inactive gateway credentials despite explicit auth mode](https://github.com/openclaw/openclaw/issues/65626) — open
1231
+ - [Issue #65625: [Bug]: openclaw.podman.env ships empty gateway token with lan bind as default, exposing unauthenticated gateway if used directly](https://github.com/openclaw/openclaw/issues/65625) — closed
1232
+
1233
  ### `mcaxtr`
1234
 
1235
  - profile: [github.com/mcaxtr](https://github.com/mcaxtr)
1236
  - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amcaxtr)
1237
  - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amcaxtr)
1238
  - repo first seen: `2026-02-04T01:45:00Z`
1239
+ - repo last seen: `2026-04-18T04:31:57Z`
1240
  - first seen in snapshot: **no**
1241
  - repo association: **MEMBER**
1242
  - repo primary artifacts: **22**
1243
  - snapshot authored PRs/issues: **17 PRs / 5 issues**
1244
+ - snapshot discussion activity: **510 comments / 42 reviews / 42 review comments**
1245
  - account age: **4358 days**
1246
  - recent public PR activity: **13 PRs** (5 merged / 1 closed-unmerged / 7 open; merged rate **38%**, closed-unmerged rate **8%**, open rate **54%**)
1247
  - public orgs: `openclaw`
 
1256
  - [Issue #31155: [Refactor]: Extract shared batch embedding lifecycle from OpenAI/Voyage/Gemini providers](https://github.com/openclaw/openclaw/issues/31155) — closed
1257
  - [Issue #30967: [Refactor]: Unify channel account-list helpers with binding-aware default resolution](https://github.com/openclaw/openclaw/issues/30967) — closed
1258
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1259
  ### `yozu`
1260
 
1261
  - profile: [github.com/yozu](https://github.com/yozu)
 
1332
  - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Agumadeiras)
1333
  - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Agumadeiras)
1334
  - repo first seen: `2026-01-14T20:41:14Z`
1335
+ - repo last seen: `2026-04-18T05:01:02Z`
1336
  - first seen in snapshot: **no**
1337
  - repo association: **MEMBER**
1338
  - repo primary artifacts: **16**
1339
  - snapshot authored PRs/issues: **15 PRs / 1 issues**
1340
+ - snapshot discussion activity: **458 comments / 2 reviews / 2 review comments**
1341
  - account age: **4579 days**
1342
  - recent public PR activity: **16 PRs** (13 merged / 1 closed-unmerged / 2 open; merged rate **81%**, closed-unmerged rate **6%**, open rate **12%**)
1343
  - public orgs: `openclaw`
 
1404
  - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Angutman)
1405
  - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Angutman)
1406
  - repo first seen: `2026-01-06T16:12:16Z`
1407
+ - repo last seen: `2026-04-18T05:12:11Z`
1408
  - first seen in snapshot: **no**
1409
  - repo association: **MEMBER**
1410
  - repo primary artifacts: **14**
1411
  - snapshot authored PRs/issues: **14 PRs / 0 issues**
1412
+ - snapshot discussion activity: **163 comments / 7 reviews / 7 review comments**
1413
  - account age: **5146 days**
1414
  - recent public PR activity: **18 PRs** (16 merged / 0 closed-unmerged / 2 open; merged rate **89%**, closed-unmerged rate **0%**, open rate **11%**)
1415
  - public orgs: `openclaw`
 
2315
  - [PR #68161: fix(gateway/schema): drop stale Type.Optional wrapper on hello-ok auth](https://github.com/openclaw/openclaw/pull/68161) — open
2316
  - [Issue #68160: [Bug]: stale Type.Optional wrapper on HelloOkSchema.auth after #67810](https://github.com/openclaw/openclaw/issues/68160) — open
2317
 
2318
+ ### `nxmxbbd`
2319
+
2320
+ - profile: [github.com/nxmxbbd](https://github.com/nxmxbbd)
2321
+ - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Anxmxbbd)
2322
+ - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Anxmxbbd)
2323
+ - repo first seen: `2026-03-05T20:12:25Z`
2324
+ - repo last seen: `2026-04-17T19:32:20Z`
2325
+ - first seen in snapshot: **no**
2326
+ - repo association: **CONTRIBUTOR**
2327
+ - repo primary artifacts: **8**
2328
+ - snapshot authored PRs/issues: **7 PRs / 1 issues**
2329
+ - snapshot discussion activity: **44 comments / 17 reviews / 14 review comments**
2330
+ - account age: **6373 days**
2331
+ - recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
2332
+ - public orgs: none visible
2333
+ - compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
2334
+ - heuristic read: **no visible non-self stars**
2335
+
2336
+ Example artifacts:
2337
+ - [PR #65761: fix(reply): await block streaming delivery on same-channel dispatch](https://github.com/openclaw/openclaw/pull/65761) — open
2338
+ - [PR #65759: fix(whatsapp): add application-level health probe to inbound monitor](https://github.com/openclaw/openclaw/pull/65759) — open
2339
+ - [PR #65758: fix(whatsapp): add reconnect safety timer to connection controller](https://github.com/openclaw/openclaw/pull/65758) — open
2340
+ - [Issue #36659: feat: configurable retry policy for WhatsApp outbound message sends](https://github.com/openclaw/openclaw/issues/36659) — open
2341
+
2342
  ### `rubencu`
2343
 
2344
  - profile: [github.com/rubencu](https://github.com/rubencu)
 
2358
  - heuristic read: **high open PR share; targets high-star repos**
2359
 
2360
  Example artifacts:
2361
+ - [PR #68100: fix(telegram): fence stale reply delivery after abort](https://github.com/openclaw/openclaw/pull/68100) — closed, merged
2362
  - [PR #67968: Align documented bootstrap context defaults with runtime values](https://github.com/openclaw/openclaw/pull/67968) — closed, merged
2363
  - [PR #67906: fix(agents): dedupe repeated bootstrap truncation warnings](https://github.com/openclaw/openclaw/pull/67906) — closed, merged
2364
  - [Issue #65919: [Feature]: Keep configured presence alive until run complete + dispatch idle](https://github.com/openclaw/openclaw/issues/65919) — open
 
2478
  - [PR #66770: feat(plugin-sdk): expose messageId on plugin message_sent hook event](https://github.com/openclaw/openclaw/pull/66770) — open
2479
  - [PR #66761: fix(models): guard provider.models against non-array values (#66744)](https://github.com/openclaw/openclaw/pull/66761) — open
2480
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2481
  ### `oliviareid-svg`
2482
 
2483
  - profile: [github.com/oliviareid-svg](https://github.com/oliviareid-svg)
 
3020
  - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Askylee-01)
3021
  - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Askylee-01)
3022
  - repo first seen: `2026-04-14T12:14:20Z`
3023
+ - repo last seen: `2026-04-18T05:19:45Z`
3024
  - first seen in snapshot: **no**
3025
  - repo association: **NONE**
3026
  - repo primary artifacts: **5**
3027
  - snapshot authored PRs/issues: **5 PRs / 0 issues**
3028
+ - snapshot discussion activity: **2 comments / 2 reviews / 2 review comments**
3029
  - account age: **2648 days**
3030
  - recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
3031
  - public orgs: none visible
 
3034
 
3035
  Example artifacts:
3036
  - [PR #68072: fix(agents): normalize assistant content before transport iteration](https://github.com/openclaw/openclaw/pull/68072) — open
3037
+ - [PR #68068: fix(agents): forward-compat supportsAdaptiveThinking for Claude 4.7+ models](https://github.com/openclaw/openclaw/pull/68068) — closed
3038
  - [PR #68023: feat(gateway): warn when proxy env vars detected but providers not using them](https://github.com/openclaw/openclaw/pull/68023) — open
3039
 
3040
  ### `suboss87`
 
3206
  - [Issue #65380: MiniMax tool use broken: tool call ID sanitization causes error 2013](https://github.com/openclaw/openclaw/issues/65380) — open
3207
  - [Issue #65379: Browser CDP reachability check fails on Linux due to global undici EnvHttpProxyAgent](https://github.com/openclaw/openclaw/issues/65379) — open
3208
 
3209
+ ### `bek91`
3210
+
3211
+ - profile: [github.com/bek91](https://github.com/bek91)
3212
+ - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abek91)
3213
+ - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abek91)
3214
+ - repo first seen: `2026-04-10T20:34:48Z`
3215
+ - repo last seen: `2026-04-18T04:29:52Z`
3216
+ - first seen in snapshot: **no**
3217
+ - repo association: **NONE**
3218
+ - repo primary artifacts: **5**
3219
+ - snapshot authored PRs/issues: **4 PRs / 1 issues**
3220
+ - snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
3221
+ - account age: **2144 days**
3222
+ - recent public PR activity: **6 PRs** (2 merged / 0 closed-unmerged / 4 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
3223
+ - public orgs: none visible
3224
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
3225
+ - heuristic read: **high open PR share; targets high-star repos**
3226
+
3227
+ Example artifacts:
3228
+ - [PR #68402: [Context] Avoid replaying Slack bot thread context](https://github.com/openclaw/openclaw/pull/68402) — open
3229
+ - [PR #65731: Slack: Annotate inbound Slack mentions in raw bodies](https://github.com/openclaw/openclaw/pull/65731) — open
3230
+ - [PR #65226: Fix qmd session export/update races](https://github.com/openclaw/openclaw/pull/65226) — open
3231
+ - [Issue #68383: Slack new thread sessions can replay assistant commentary/reasoning into prompt context](https://github.com/openclaw/openclaw/issues/68383) — open
3232
+
3233
  ### `Joel-Claw`
3234
 
3235
  - profile: [github.com/Joel-Claw](https://github.com/Joel-Claw)
 
4167
  - [PR #64719: fix(security): deny dangerous tools for channel auto-reply](https://github.com/openclaw/openclaw/pull/64719) — open
4168
  - [PR #64718: fix(security): default exec to deny for non-owner auto-reply senders](https://github.com/openclaw/openclaw/pull/64718) — open
4169
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4170
  ### `xudaiyanzi`
4171
 
4172
  - profile: [github.com/xudaiyanzi](https://github.com/xudaiyanzi)
 
4261
  - [Issue #63159: Docs: recommend a hybrid QMD + memory-wiki bridge architecture](https://github.com/openclaw/openclaw/issues/63159) — closed
4262
  - [Issue #63157: Bug: cached plugin restore drops memory capability and breaks memory-wiki bridge imports](https://github.com/openclaw/openclaw/issues/63157) — closed
4263
 
4264
+ ### `mraleko`
4265
+
4266
+ - profile: [github.com/mraleko](https://github.com/mraleko)
4267
+ - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amraleko)
4268
+ - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amraleko)
4269
+ - repo first seen: `2026-04-08T03:48:45Z`
4270
+ - repo last seen: `2026-04-18T05:19:16Z`
4271
+ - first seen in snapshot: **no**
4272
+ - repo association: **NONE**
4273
+ - repo primary artifacts: **5**
4274
+ - snapshot authored PRs/issues: **5 PRs / 0 issues**
4275
+ - snapshot discussion activity: **4 comments / 2 reviews / 2 review comments**
4276
+ - account age: **938 days**
4277
+ - recent public PR activity: **8 PRs** (0 merged / 6 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **75%**, open rate **25%**)
4278
+ - public orgs: none visible
4279
+ - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
4280
+ - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
4281
+
4282
+ Example artifacts:
4283
+ - [PR #68415: fix(ui): keep history-backed user image messages visible](https://github.com/openclaw/openclaw/pull/68415) — open
4284
+ - [PR #66819: fix(cli): unwrap nested claude result json](https://github.com/openclaw/openclaw/pull/66819) — open
4285
+ - [PR #64561: fix(openai): default openai-codex provider api to responses](https://github.com/openclaw/openclaw/pull/64561) — closed
4286
+
4287
  ### `jhsmith409`
4288
 
4289
  - profile: [github.com/jhsmith409](https://github.com/jhsmith409)
 
4382
  - [PR #64298: Refactor agent harness into Codex extension](https://github.com/openclaw/openclaw/pull/64298) — closed, merged
4383
  - [Issue #75: Linux/Windows Clawdbot Apps](https://github.com/openclaw/openclaw/issues/75) — open
4384
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4385
  ### `extrasmall0`
4386
 
4387
  - profile: [github.com/extrasmall0](https://github.com/extrasmall0)
 
4428
  - [PR #65012: fix(memory-wiki): pass app config into CLI metadata registrar](https://github.com/openclaw/openclaw/pull/65012) — closed, merged
4429
  - [PR #64466: fix(memory-core): preserve public artifact visibility through loader cache restore](https://github.com/openclaw/openclaw/pull/64466) — closed
4430
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4431
  ### `glfruit`
4432
 
4433
  - profile: [github.com/glfruit](https://github.com/glfruit)
 
4479
  - [Issue #64460: Community notice: Claude CLI billing discrimination — findings, workarounds, and formal complaints filed](https://github.com/openclaw/openclaw/issues/64460) — open
4480
  - [Issue #64305: claude-cli backend: spawned CLI gets 402 billing error despite valid Max subscription](https://github.com/openclaw/openclaw/issues/64305) — closed
4481
 
4482
+ ### `lyfuci`
4483
 
4484
+ - profile: [github.com/lyfuci](https://github.com/lyfuci)
4485
+ - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Alyfuci)
4486
+ - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Alyfuci)
4487
+ - repo first seen: `2026-03-04T12:15:50Z`
4488
+ - repo last seen: `2026-04-18T05:19:14Z`
4489
  - first seen in snapshot: **no**
4490
  - repo association: **NONE**
4491
  - repo primary artifacts: **4**
4492
  - snapshot authored PRs/issues: **3 PRs / 1 issues**
4493
+ - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
4494
+ - account age: **3970 days**
4495
+ - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
4496
  - public orgs: none visible
4497
  - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
4498
  - heuristic read: **high open PR share; targets high-star repos**
4499
 
4500
  Example artifacts:
4501
+ - [PR #68400: daemon/systemd: distinguish WSL user D-Bus socket missing from missing systemctl](https://github.com/openclaw/openclaw/pull/68400) — open
4502
+ - [PR #68389: plugins: clarify allowlist warning when entries don't match discovered ids](https://github.com/openclaw/openclaw/pull/68389) — open
4503
+ - [PR #34420: fix(google-gemini-cli-auth): respect system proxy for OAuth token exchange](https://github.com/openclaw/openclaw/pull/34420) — closed
4504
+ - [Issue #34401: google-gemini-cli-auth: OAuth token exchange fails behind proxy (fetchWithSsrFGuard uses createPinnedDispatcher instead of EnvHttpProxyAgent)](https://github.com/openclaw/openclaw/issues/34401) — open
4505
 
4506
  ### `sparkeros`
4507
 
 
4596
  - [PR #65013: fix(tasks): silence acp child-session completion banners](https://github.com/openclaw/openclaw/pull/65013) — open
4597
  - [PR #64416: fix(acp): normalize completion delivery guidance](https://github.com/openclaw/openclaw/pull/64416) — open
4598
 
4599
+ ### `welfo-beo`
4600
+
4601
+ - profile: [github.com/welfo-beo](https://github.com/welfo-beo)
4602
+ - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Awelfo-beo)
4603
+ - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Awelfo-beo)
4604
+ - repo first seen: `2026-04-11T04:57:14Z`
4605
+ - repo last seen: `2026-04-13T15:15:04Z`
4606
+ - first seen in snapshot: **no**
4607
+ - repo association: **CONTRIBUTOR**
4608
+ - repo primary artifacts: **3**
4609
+ - snapshot authored PRs/issues: **3 PRs / 0 issues**
4610
+ - snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
4611
+ - account age: **525 days**
4612
+ - recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
4613
+ - public orgs: none visible
4614
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
4615
+ - heuristic read: **high open PR share; targets high-star repos**
4616
+
4617
+ Example artifacts:
4618
+ - [PR #65825: fix(plugins): reuse realpath cache during discovery](https://github.com/openclaw/openclaw/pull/65825) — open
4619
+ - [PR #65342: fix(memory-wiki): preserve Unicode slugs and contradiction keys](https://github.com/openclaw/openclaw/pull/65342) — closed
4620
+ - [PR #64647: Allow per-agent memory backend overrides](https://github.com/openclaw/openclaw/pull/64647) — open
4621
+
4622
  ### `OpenCodeEngineer`
4623
 
4624
  - profile: [github.com/OpenCodeEngineer](https://github.com/OpenCodeEngineer)
 
5275
  - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Abluesky6868)
5276
  - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Abluesky6868)
5277
  - repo first seen: `2026-04-17T22:26:25Z`
5278
+ - repo last seen: `2026-04-18T05:16:47Z`
5279
  - first seen in snapshot: **no**
5280
  - repo association: **NONE**
5281
  - repo primary artifacts: **2**
5282
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
5283
+ - snapshot discussion activity: **2 comments / 1 reviews / 1 review comments**
5284
  - account age: **3181 days**
5285
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
5286
  - public orgs: none visible
 
5577
  - [PR #67346: Scripts: use path.basename for pnpm to fix shell execution on Windows](https://github.com/openclaw/openclaw/pull/67346) — open
5578
  - [PR #67290: fix(ui): remove duplicate usage page header](https://github.com/openclaw/openclaw/pull/67290) — open
5579
 
5580
+ ### `jasonmakr`
5581
+
5582
+ - profile: [github.com/jasonmakr](https://github.com/jasonmakr)
5583
+ - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajasonmakr)
5584
+ - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajasonmakr)
5585
+ - repo first seen: `2026-04-18T02:14:36Z`
5586
+ - repo last seen: `2026-04-18T04:40:57Z`
5587
+ - first seen in snapshot: **no**
5588
+ - repo association: **NONE**
5589
+ - repo primary artifacts: **2**
5590
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
5591
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
5592
+ - account age: **39 days**
5593
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
5594
+ - public orgs: none visible
5595
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
5596
+ - heuristic read: **very new account; high open PR share; targets high-star repos**
5597
+
5598
+ Example artifacts:
5599
+ - [PR #68408: fix(memory-core): strip dreaming managed blocks from daily memory reads](https://github.com/openclaw/openclaw/pull/68408) — open
5600
+ - [PR #68364: fix: prevent unbounded narrative session growth by stabilizing session key (#68354)](https://github.com/openclaw/openclaw/pull/68364) — open
5601
+
5602
  ### `jasonxargs-boop`
5603
 
5604
  - profile: [github.com/jasonxargs-boop](https://github.com/jasonxargs-boop)
 
6576
  - [PR #62483: fix: preserve explicit provider prefixes for slash-delimited chat models [AI-assisted]](https://github.com/openclaw/openclaw/pull/62483) — closed, draft
6577
  - [PR #62482: fix: refresh subsystem file loggers across daily log rollovers [AI-assisted]](https://github.com/openclaw/openclaw/pull/62482) — open
6578
 
6579
+ ### `Rahulkumar070`
6580
 
6581
+ - profile: [github.com/Rahulkumar070](https://github.com/Rahulkumar070)
6582
+ - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3ARahulkumar070)
6583
+ - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3ARahulkumar070)
6584
+ - repo first seen: `2026-04-10T20:11:58Z`
6585
+ - repo last seen: `2026-04-11T07:41:45Z`
6586
  - first seen in snapshot: **no**
6587
+ - repo association: **CONTRIBUTOR**
6588
  - repo primary artifacts: **4**
6589
  - snapshot authored PRs/issues: **4 PRs / 0 issues**
6590
+ - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
6591
+ - account age: **874 days**
6592
+ - recent public PR activity: **4 PRs** (1 merged / 0 closed-unmerged / 3 open; merged rate **25%**, closed-unmerged rate **0%**, open rate **75%**)
6593
  - public orgs: none visible
6594
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
6595
+ - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
6596
 
6597
  Example artifacts:
6598
+ - [PR #64703: fix: parse scientific notation as number in parseConfigValue](https://github.com/openclaw/openclaw/pull/64703) — open
6599
+ - [PR #64649: Test/run state machine clamp guard](https://github.com/openclaw/openclaw/pull/64649) — open
6600
+ - [PR #64611: Fix/heartbeat task due clock skew](https://github.com/openclaw/openclaw/pull/64611) — open
6601
 
6602
  ### `wirjo`
6603
 
 
6949
  - [PR #53298: fix(matrix): resolve crypto bootstrap failure and multi-extension idHint warning](https://github.com/openclaw/openclaw/pull/53298) — open
6950
  - [Issue #66809: Browser: local managed loopback CDP tab ops can still fail with 'browser endpoint blocked by policy' after successful host navigation](https://github.com/openclaw/openclaw/issues/66809) — open
6951
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6952
  ### `Pearcekieser`
6953
 
6954
  - profile: [github.com/Pearcekieser](https://github.com/Pearcekieser)
 
8109
  - [PR #66001: fix(process): reconcile orphaned bash exec runs](https://github.com/openclaw/openclaw/pull/66001) — open
8110
  - [Issue #65983: Background PTY exec runs can survive restart/session loss and become untracked orphan process trees](https://github.com/openclaw/openclaw/issues/65983) — open
8111
 
8112
+ ### `anyech`
8113
+
8114
+ - profile: [github.com/anyech](https://github.com/anyech)
8115
+ - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Aanyech)
8116
+ - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Aanyech)
8117
+ - repo first seen: `2026-02-23T04:42:33Z`
8118
+ - repo last seen: `2026-04-18T05:00:35Z`
8119
+ - first seen in snapshot: **yes**
8120
+ - repo association: **NONE**
8121
+ - repo primary artifacts: **2**
8122
+ - snapshot authored PRs/issues: **1 PRs / 1 issues**
8123
+ - snapshot discussion activity: **24 comments / 0 reviews / 0 review comments**
8124
+ - account age: **4236 days**
8125
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
8126
+ - public orgs: none visible
8127
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
8128
+ - heuristic read: **high open PR share; targets high-star repos**
8129
+
8130
+ Example artifacts:
8131
+ - [PR #68411: fix(active-memory): honor timeoutMs values up to 90s](https://github.com/openclaw/openclaw/pull/68411) — open
8132
+ - [Issue #68410: [Bug]: Active Memory silently normalizes configured `timeoutMs` above 60000 down to 60000 at runtime](https://github.com/openclaw/openclaw/issues/68410) — open
8133
+
8134
  ### `caox488-a11y`
8135
 
8136
  - profile: [github.com/caox488-a11y](https://github.com/caox488-a11y)
 
8929
  - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Amasatohoshino)
8930
  - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Amasatohoshino)
8931
  - repo first seen: `2026-02-25T18:12:54Z`
8932
+ - repo last seen: `2026-04-18T05:06:47Z`
8933
  - first seen in snapshot: **no**
8934
  - repo association: **CONTRIBUTOR**
8935
  - repo primary artifacts: **2**
8936
  - snapshot authored PRs/issues: **1 PRs / 1 issues**
8937
+ - snapshot discussion activity: **16 comments / 17 reviews / 17 review comments**
8938
  - account age: **138 days**
8939
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
8940
  - public orgs: none visible
 
9210
  - [PR #65197: fix(memory-wiki): upstream bridge and lint hotfixes](https://github.com/openclaw/openclaw/pull/65197) — closed
9211
  - [Issue #64696: memory-wiki: bridge import and lint mishandle relative links, reply tags, and malformed cached source pages](https://github.com/openclaw/openclaw/issues/64696) — open
9212
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
9213
  ### `S-huNsuke`
9214
 
9215
  - profile: [github.com/S-huNsuke](https://github.com/S-huNsuke)
 
12086
  Example artifacts:
12087
  - [PR #66525: add OpenCode integration plugin with dev tools](https://github.com/openclaw/openclaw/pull/66525) — open
12088
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
12089
  ### `huangzynn`
12090
 
12091
  - profile: [github.com/huangzynn](https://github.com/huangzynn)
 
12380
  Example artifacts:
12381
  - [PR #67781: fix(google): handle Vertex 1M context models and empty final payloads](https://github.com/openclaw/openclaw/pull/67781) — open
12382
 
12383
+ ### `jack-ra`
12384
+
12385
+ - profile: [github.com/jack-ra](https://github.com/jack-ra)
12386
+ - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Ajack-ra)
12387
+ - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Ajack-ra)
12388
+ - repo first seen: `2026-04-18T04:40:05Z`
12389
+ - repo last seen: `2026-04-18T04:40:05Z`
12390
+ - first seen in snapshot: **yes**
12391
+ - repo association: **NONE**
12392
+ - repo primary artifacts: **1**
12393
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
12394
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
12395
+ - account age: **4832 days**
12396
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
12397
+ - public orgs: none visible
12398
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
12399
+ - heuristic read: **high open PR share; targets high-star repos**
12400
+
12401
+ Example artifacts:
12402
+ - [PR #68407: fix(acp): bypass agent dispatch for /status, /acp, and /unfocus commands](https://github.com/openclaw/openclaw/pull/68407) — open
12403
+
12404
  ### `JackChiang233`
12405
 
12406
  - profile: [github.com/JackChiang233](https://github.com/JackChiang233)
 
12485
  Example artifacts:
12486
  - [PR #66192: fix(tui): reset activity after late terminal events](https://github.com/openclaw/openclaw/pull/66192) — open
12487
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
12488
  ### `JASSBR`
12489
 
12490
  - profile: [github.com/JASSBR](https://github.com/JASSBR)
 
13226
  - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Akumarshreyak)
13227
  - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Akumarshreyak)
13228
  - repo first seen: `2026-04-12T08:19:01Z`
13229
+ - repo last seen: `2026-04-18T04:33:54Z`
13230
  - first seen in snapshot: **no**
13231
  - repo association: **NONE**
13232
  - repo primary artifacts: **1**
13233
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
13234
+ - snapshot discussion activity: **4 comments / 5 reviews / 5 review comments**
13235
  - account age: **3863 days**
13236
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
13237
  - public orgs: none visible
 
13394
  - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Alikewen-tech)
13395
  - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Alikewen-tech)
13396
  - repo first seen: `2026-04-17T13:44:27Z`
13397
+ - repo last seen: `2026-04-18T04:28:16Z`
13398
  - first seen in snapshot: **no**
13399
  - repo association: **NONE**
13400
  - repo primary artifacts: **1**
13401
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
13402
+ - snapshot discussion activity: **0 comments / 22 reviews / 22 review comments**
13403
  - account age: **477 days**
13404
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
13405
  - public orgs: none visible
 
14186
  Example artifacts:
14187
  - [PR #65853: fix(minimax): change DEFAULT_MINIMAX_MUSIC_MODEL from 'music-2.5+' to 'music-2.6'](https://github.com/openclaw/openclaw/pull/65853) — open
14188
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
14189
  ### `nufnaf`
14190
 
14191
  - profile: [github.com/nufnaf](https://github.com/nufnaf)
 
15069
  Example artifacts:
15070
  - [PR #68356: alpha](https://github.com/openclaw/openclaw/pull/68356) — closed
15071
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
15072
  ### `Schnitzel`
15073
 
15074
  - profile: [github.com/Schnitzel](https://github.com/Schnitzel)
 
15348
  - repo PR search: [open search](https://github.com/openclaw/openclaw/pulls?q=is%3Apr+author%3Askernelx)
15349
  - repo issue search: [open search](https://github.com/openclaw/openclaw/issues?q=is%3Aissue+author%3Askernelx)
15350
  - repo first seen: `2026-04-18T04:11:36Z`
15351
+ - repo last seen: `2026-04-18T04:22:52Z`
15352
+ - first seen in snapshot: **no**
15353
  - repo association: **NONE**
15354
  - repo primary artifacts: **1**
15355
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
15356
+ - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
15357
  - account age: **118 days**
15358
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
15359
  - public orgs: none visible
 
16140
  Example artifacts:
16141
  - [PR #67794: fix(config): normalize object-format channel capabilities to string flags](https://github.com/openclaw/openclaw/pull/67794) — closed
16142
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
16143
  ### `wyyis`
16144
 
16145
  - profile: [github.com/wyyis](https://github.com/wyyis)
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